{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# OT for domain adaptation\n",
    "\n",
    "\n",
    "This example introduces a domain adaptation in a 2D setting and the 4 OTDA\n",
    "approaches currently supported in POT.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
    "#          Stanislas Chambon <stan.chambon@gmail.com>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import matplotlib.pylab as pl\n",
    "import ot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate data\n",
    "-------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n_source_samples = 150\n",
    "n_target_samples = 150\n",
    "\n",
    "Xs, ys = ot.datasets.make_data_classif('3gauss', n_source_samples)\n",
    "Xt, yt = ot.datasets.make_data_classif('3gauss2', n_target_samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate the different transport algorithms and fit them\n",
    "-----------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "It.  |Loss        |Delta loss\n",
      "--------------------------------\n",
      "    0|9.537526e+00|0.000000e+00\n",
      "    1|2.505426e+00|-2.806748e+00\n",
      "    2|2.264025e+00|-1.066249e-01\n",
      "    3|2.210620e+00|-2.415841e-02\n",
      "    4|2.191601e+00|-8.677880e-03\n",
      "    5|2.182712e+00|-4.072416e-03\n",
      "    6|2.178054e+00|-2.138572e-03\n",
      "    7|2.176320e+00|-7.971427e-04\n",
      "    8|2.174237e+00|-9.578098e-04\n",
      "    9|2.172978e+00|-5.792305e-04\n",
      "   10|2.172514e+00|-2.138295e-04\n",
      "   11|2.171279e+00|-5.689220e-04\n",
      "   12|2.169799e+00|-6.819885e-04\n",
      "   13|2.169215e+00|-2.692594e-04\n",
      "   14|2.168810e+00|-1.868050e-04\n",
      "   15|2.168289e+00|-2.401519e-04\n",
      "   16|2.168018e+00|-1.249509e-04\n",
      "   17|2.167885e+00|-6.124717e-05\n",
      "   18|2.167623e+00|-1.211692e-04\n",
      "   19|2.167335e+00|-1.327875e-04\n",
      "It.  |Loss        |Delta loss\n",
      "--------------------------------\n",
      "   20|2.166808e+00|-2.432572e-04\n"
     ]
    }
   ],
   "source": [
    "# EMD Transport\n",
    "ot_emd = ot.da.EMDTransport()\n",
    "ot_emd.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# Sinkhorn Transport\n",
    "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n",
    "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# Sinkhorn Transport with Group lasso regularization\n",
    "ot_lpl1 = ot.da.SinkhornLpl1Transport(reg_e=1e-1, reg_cl=1e0)\n",
    "ot_lpl1.fit(Xs=Xs, ys=ys, Xt=Xt)\n",
    "\n",
    "# Sinkhorn Transport with Group lasso regularization l1l2\n",
    "ot_l1l2 = ot.da.SinkhornL1l2Transport(reg_e=1e-1, reg_cl=2e0, max_iter=20,\n",
    "                                      verbose=True)\n",
    "ot_l1l2.fit(Xs=Xs, ys=ys, Xt=Xt)\n",
    "\n",
    "# transport source samples onto target samples\n",
    "transp_Xs_emd = ot_emd.transform(Xs=Xs)\n",
    "transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=Xs)\n",
    "transp_Xs_lpl1 = ot_lpl1.transform(Xs=Xs)\n",
    "transp_Xs_l1l2 = ot_l1l2.transform(Xs=Xs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 1 : plots source and target samples\n",
    "---------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, figsize=(10, 5))\n",
    "pl.subplot(1, 2, 1)\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Source  samples')\n",
    "\n",
    "pl.subplot(1, 2, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Target samples')\n",
    "pl.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 2 : plot optimal couplings and transported samples\n",
    "------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m6NXvN0ErtyylsWUYeqGoKLYYVddKVP/dMr6QmpkH8aJmRGQN9MTB/1BKfXKcpzNezCE4gVHffA/Aj0A7EVdFRJaIyC8DeC+A3zazehNhAYDr0OYxm1Gem16tD2+R1ADnGvRN55vy/KaIdIjIagD/BTofHtDytv8qujTsAug8989W+Q4XASgRuaXmb0VIHWDUB78uIivNz6ug0xwemUh7SqnPQqdDPCgit9Zw/GkADwP4oIg0GhnmL2B8k6SThTGGzCvm8H2fM+3ZP/4K5PtFl0h8OXSO/heyGhCRBhFpND/mTTs1TWhmsAB6lbRHRLqgJ0drQkReJSJbzQtFL7RE3I8P7zD/ji3QFSE+byY9Pw/gJ0Sbl+agX4r6ADxa5XIXADC2kEzmW7yoNQaYZ/93AHxIKTUVpVEZL2YxnMCYWb4qqct9v4h82d+pNN9WSlVLB7kmIgPQVUteD+CnlVJ/N4k+/Tq0YU0f9Erp56ofXsS9APaa/nwJwC+ZnDzLVwHsB/AktMfHx8z2j5jrfB/AC+bav1rpIkbW9kEAj4r2DqmpIgIhdUAf9H3yqLlPHoFWI/z6RBtUSn0cOg3jOyKytoZTfhbaR+Ic9H34XqXUgxO9/gRgjCHzjbl6338dwKD3531m+3kAPeZanwbwHrOKnMVz5twVAB4wn9dUOHYs/gw6n/wK9AvYN8Zx7nLomNILbQz4ILT5sOWT0C9wLwIIAfwaACilDkHHs/8Dreh6LYCfMPntlfhD6AmeayLya+PoI5kfzLd4UWsMeDf0i/z7/HenSfSH8WIWI8WqWUKmHjPLOgpgndKmfIQQMmUwxhBSH4jIKwF8yuTuzwlEl638qFLqYzPdF0JIfcN4cXOgAoMQQgghhBBCCCF1DycwCCGEEEIIIYQQUvcwhYQQQgghhBBCCCF1DxUYhBBCCCGEEEIIqXs4gUEIIYQQQgghhJC6Jxr7kHLy0qAa0TLVfZkRNmy7gSMHm2e6G4TMKEMYwIgaLqu7PVnGihXSkNcf4hiqEGccYP6ejky3Bea+77tRftnGBn3ZoWG3TbU1I+gf0p+TpOycMWlp0n8PDJqLCFAlhU/CACqewHUImUZmLFaYexKFQnasmEaUiRWSFStMDFPDI0XHZx1bfnKFGNBqYkV/jbEiCm/674SQWuhDz2Wl1KKpbjcvjaopaIVKEkgYAgBUnN4DbmyhADUyUna+5HN690i16pVjIICIXge2YwJpaoSy0fGGHi9IGKZ9K723AaC5EWJubzU4VPlyuQhqtOCurU8A0GzavKHblCiCKujjJAjSvgVmzToMoUYn8b0JmQbGO7aY0ARGI1pwr7x6Iqdm8sC5/fjR5XdOWXvj4ing3ikfihEyu3hUfXta2h0zVvjjioz7UCIdouzDONyyEXLlGgAgvtKj942OIFq6BABQOH/BneefEx96rrxxWz3cXlcEQYN+SUqGhsr71Jd+DDfeqvtw5Pl0465t+u9HDiLYukm38/Sz+viuhYivXC1vs1rsSYBwsR73xZcuVTmQkJvHjMUKO5coAjfa9xBz76phfWC4ZSNwXt83Sf+A2xetXAEAKJw5q08MQiDRLxfBtk1IDj5bfu3SWBGECMwLUGas6E9/DjeuBwDEzx1zu9Xu7fqUPQcQbt2o95sYFXZ2Iu7pKW+zWqyIgbCzXX+8dr3KgYTcXB5UXzw5He02Ba3Y1fRjUCMjkLyerEhueJOGZmwRdrQjCczCg4kNEEG01MSB02f0pru2IryiH/KquREAEB8+gmjNKn3ciVO6PW88URQv7P055I1bxIxB2jvdBGzhxfPFxwPAcBqDwtvW6WsfO+52++OJsnixZQPiw0d0k41eDPQnONy1zIeCQrTWfK+Tp0FIPTDescWETDzbZKGaygmM6eCBc/sBYOYmRgiZRTyqvo1edXXKp/JcrPBeEqJlSwF4D/IS5O47AABq71M1XSNobHQvEZIzq6GjIwhvuwUAEB99oezlxifcUjwg8FG7t0P2HKjeATG/toxYGq1dDSAd/BQdD7g+4vwlxL295gvp1ST7+yKknriZsSLs7gIAxJevTMk1gpYWJAN6MsO/b2+8+V4AQPOXHkXY2amvaScRbhLJy3foPn7/yXSj6aOEIfp/cicAoP3xF108cS9KcVxVoUHITPGg+uI+pdRdU91ue26R2t3xZkg+75SS0tYKAFA9190CRjI4iLC7W++3aqmBGzXd39HKFW6i0x+3+Asm9rNVNLiFCsDtS3r7nArE9itauQLKjFviy1fKFmv88+3CjD+5Ga1YrvedPeeODxelQhcJjdpCBIULeiI3NL8fhGFRPwmpB8Y7tqAHBiGEEEIIIYQQQuqeCaWQ3Gwmoqag8oKQ+kHCEMqsqtrVkrCtLVUdAAgWLNDHPqcVp7JuDQrHjfq0iioh8XJYk7s263P3HEB89AW33Sov5K6t+ufHn3b7MtNLDOHBY8Cdt+u29x8uPyAIIS/ZXNampUh5YTE5s0jiohQUXz1CyLwkCBEtX+pWPZN1epURJQoMX10FAOH6dUWS60pIUyNgFBhqt075kocPoPnLj7lj7AqnjUdJXx8ymYhSykszK2vuB+Xbwo4O16eWf9R9LCjlru3y6qm+IPONREGNjEJyOahB4/1gfXKWLkLiP1tLfGqkfQFg7nM/xav0GayGhpwyAiZlDADinmvuc+HCRQCp2hKesiEx6VyqUHDxxMYXNTQEaTWeP5evpJ4Vpg/BulVAiT+HrxpJqigo4itXITnT7zhGuH6tPufkGfN7GEbQrH19itJuCJlFUIFBCCGEEEIIIYSQumfSCoyb4TVBNQUhsxPJ5xGtXIPCyTMItmulQnzgGbff5nGq9lZnROXw1BnVVjm1M7f5XMmvwq5YeiqJoFEbdVn/jPD2DWV9SAYGAKO8kFy+XB2RxJnKi7Rznj+Gl88OAMH6tU6BIVHk2g5v36DPuXhlynL/Cal3JJdDtGQJCmfPuXsg9nxwonVrAACqqaHsPq1FfQEAyfW+9D582IsVnoLBrrj6yovSWBHdshaFF05U+S4ZsQIoV1741UVUUrzd60OwfTMSEzf9tu3vSa73F+XCEzLnCUMEbQughoYQGK+c5KpWKCQvnk8VEQASa/htlBrq8mWEXQsBlJjrZtyzgfHEKZz27q9E37NhW5vb5NSiSGNVfOZFfdzSJUiu6/GM9eNKrl2HMs/3aN0aqD7tFKxMJZH4yPOpysvEg7C9LTXpNeMIAM6Y2HpqRMuWIL54Wfe/udmNM+x3loWdFT3ICJktTHoCYyYnF2jUSUh9o0ZG3IM98SYuLG7QfdbbOE5pthoZyZRQB17qR/JSLd32DfLcxMUGU1GkdALF9sWmvtSY2hF2tLtBhpO6H3ne9dHJU0+dRbDNuIs3593LTfysHmwEnmSVkLmOGh118SDrXvRfECZ+jex72K8KMvxqPZ7IP/C42+8qjdi+VJm8qHadUqIli1ODvqxYYWXlzx135sZJPoT8QI994meOAgCCpqaarkfIdDAj6QhJAmXTwfr1y7+4cqI3AJMuEl/tcRMOQYep1HP5Sm0mlhK4CmCpEXiMsFtPBBT8iRJvwSU+rQc04SJtHppcvlIWQ8LuLrdAEZ8+i8BUBUm8RQsJ9MSFKpjxzeJuwIwtgk6dXpYMDLiJC5ci09jo+oh8Lu2b+T3AlpglZIoZa3IfmLp4wRQSQgghhBBCCCGE1D1ztowqIURTi1Jp2ksjElJHSBQ5A8RwkzFxM6vZAHD9bbvQ/ulHSk6STKVPWfnLCsf5lK1A1HDORCkqHVq0QyudouWmPOCZsxi9X5fqzD24r2J7jBWEpJx8/31Y896HZ7obN50jH9WVUTe8+/Gqx01XGVXGC1KvOMPWrVpV56c29/7cLrR95pGyc5wS2DOfzSqVOxal5XiTl+8oLs1del1Tetcqjdy1S0r4FmFV0irJHLdYs3ynJNx3CENvuAcA0PjVxzIN68PbbsGekx/H9aHzNY8tZnQCgykghNQHdfFS4vtFQAdWG1TP/tZ9AIAVf/xw9eoAJW2UMqZ0Lev8KiktQWOje1D49dsnwqX37AYALPrwHrfN5emyZjupE+ohVpTex5FXsWjktXcDAPLf3JtZdShtZIxUtTH21yyD9WJKqZfGRBl9jX4fzH0rfXmMf/glAIDw356YVNuETCXTOoERvgZBU6OboLX3V7CoG4XTZ9yx9mXMpmyEq1a4eFF4tZ60jb69D+H6dfo446kjUeSqhqXpJ5czxxfRqpW6Pe+6RftLXwiDENES/fLo+1GExnMjWbsc4Xnd36RXj3WSgYGyMYGfihK0tLjjfNRL9TuWTT0DUPZdCZlpxju2YAoJIYQQQgghhBBC6p5Jm3hOhpulvKDSg5CZQUQQNDZC2tvSuuVmRaPU6E6M6aZ68pDesLAdMAqMFX+SqhJEiidog8ZGqFg7+AdtrQAqKxYS40Ke2dcoArZv1H3Yd8g7KUN54a2+RsuMBL9GV+9Kxy/6m8dMR9IVW1mgvw+owCBzHAlDhO2dkPYFSIyDvk3zUcPDRceqjXr1ECZWKFNlANDKC0tw5BQAwN7BYUc71NCwaVvHDFVJgVHFRDhobEThJboCSPDQ/orHAUDQqu/hpK8PCMya0RhKMYsz9jz6QtF2q7zwpbgNR/XK7uR0YITMDiQKEXZ2QHI5SGND0b7C6TNptaF83plWSt6YVxbSe7vx2EW9CYAMFY9Jgo72omofAMoqijkFZn9Gmp6tHrKwEyjpY9DY4JQVRacYI1L15CHAjBXc9xsYAExMdKkCg6maK2jT6lQ1MgpVGHXbc2eMksOOWwYHIaOMFGR2QwUGIYQQQgghhBBC6p5JKTAeOLd/VqgaZkMfCZmTRBGCroVQ7a0IrEeEyS0vNQ0KBvRKQmJWFfHixXSnt1IZe+XKACBYuhiFU2dRE1VWPCWfh5zQddvt+oxEUaa3ha/kUCNVSiZmrLSqTlM7/sKl4lVe8zm0ubbXrqNw8nTltgmZS0Qh0NWBpKURgVkdtOUB4xIFRnhVxwB7Z8ZZq58ojxVYvgSJKVNsSxROBMnnkTukc+jHKvacmBKPgBcrsozPSszXAEA165VXaWhIVSie4atfznE8Rm+EzHpEILkcEIb67xICU/YU3j6xpcn9e6znuvuc9FwrvkQuB2XUGhKm671WyaFGC668qlVG2L75xyGKgBLFg0RR5tihSG1mTRAHUp+duFfHk6DJ+On4fhdGLRK0NCEZ9FQi5hz7/YMkcdsIma1MagLDnxhgmgYhpBwFJAlkaATKPtRbtYwRl0oONbLxoEVLKOMaH7Cqpcm9/Ft5uG7IM+GrZshn9qk4RuINZgCdKlL2EgQUT0gMVDbxK5KPG6RPHx+0NCMx50oucgMXMefgeu+0VaYgpO5QCjI8ComTVCbtv5h4k4HJpSvF51ZJ9yg6rCGXxgqk0nD7EqKGhzMd0su6OjKCpGRSpfLBXqyIK/cz7O4CUOz6HlzRsUd1tCO5ql+ugpYmxNd0nFImZU4uZU+0EjJ3kfKULH+vTbtIVJoyYicJR9P0Cn/ys8yQNwwBs1ihgjQFxE6OxMPDCJpaTZvp/Sd2IqEh7UNpGhy8Zz6CUFd0AKBueIsjJnZY09+gsdF9LkorKV0oaWjQcRR6oiQx39Gm2EpTU7YJOiGzCKaQEEIIIYQQQgghpO6Z0TKqZPYwW9KFyMSoh9KIZOKEm28DAMTPHM0+wKzQRCtXAMgu9eaXrS06b5zPiHDDrUhOmvbtirMEzlQsaGoCEr06lFVO0pajQ6GQrkabPtgSukCJqsWsdEkUuVU5J/ldtrjy74WMG8aKuc1Y5SBvJsnLd6Dzg9qI9frLroxxNKlHprWMKuPF9OApOlz514uXM5Vu4RZjfB7qc5Knj5YdFy5ZjPjCxfJzK5gUZ/UDAKIVy13JWCQmvcZTysnOLe75r/Y+lbZhU+7MOEn6B118s/FODQ27MYOvgnNlbfv6gDv0d5VjOiZJY2P5mIlMGJZRJYQQQgghhBBCyJyDCowxoLcHmQ/U66pqqbFduPk2yDW98h5fuuz2lZYm9c03w43rET93rIaLictZzVIG+IQb1+s+eO2q3dt1M3sOINi2SbeCnSFoAAAgAElEQVRz8Fl9fHdXunIwDtzqh7ciQMhMMuOxooIqyPexAMxq2yVdfji5rmOGGh1JVUhnjPFvEKYGuls2Ij703Nh9CEIExhBvzFiRoY4qihVbTax42sSKroUVy0BXvY5ZKYx7esY4kpCbx3QpMNrDbrWr6cegRkacWWaZhwW0KXZiSo36RrjRiuUA0jggO7cgvKp9t1ST8bh45iiiNav0cSf0qrsfI4Ktm9x961M2bunsdJ4VmeXW/Ri0XpeIjo8dT3d7McIqHmwfwts3ID58RF+3JAaWd8xTVtjvRaNwUieMd2wxKRPPmeRmpTRw4oKQ6adStY/QvsDbQcbgsHMKD2y1jstXoBa06BN0EZGitvo3LURTDe8kzjG8FjLM+KJrevAUA5CzxXJJ+wI1XpJr18c+iJC5Rkb1Hrcrn88coAer9cSElSNL/yBic98F7Tr1SMeK5uITPbnzwC3taDw0dveCxoaqhpxF/R0eLdsWXdEvSjpWFE9OJtczTINrIKlQiYWQOYsxy3R/+9gYkssDgyWTjEq5SQp3eCEBRvS9qtpbytuxP/Z7kyRRtohdmrQRubJpjlFUNRUzaGp01UQkyYh5fqwZLjYXlsE0Forpa8Uriemvit13JWS2whQSQgghhBBCCCGE1D2zVoFRqzKC5pOEzBwShgjbOxH39JSleegDjPHTvVshP9hfdn7SYUwbjZ+clXECALxVWNVUWT2xYN9ZZBUYLJVbxvfcjvCxw5W/i6cSURcul+2Pn0uNqEol4EUlGW1JV5VkrzB7ZRzHkqcTMlcoihUl8m4A7r4Z/uFtyH9zb9n5qqE4BvgmlEX3Y6GycqLlkePI2hs0NgJI00UKd29E+HBlqYbk8u6eT86VS8Z907rSlI8iJVrgrSxnGOj5Maxa2VdC5hxhgKClGUoE0qJVVbYsOZIYYddCALpsu5jUEj+FxJVgNcip8640sk0PQ3OJWgvFKRdZ6ioACLo840fokqdqpPL9GXQvdAqMLGWETZsFysce8ZkXEbRoxYhVkYb5fFr+3Uu5C8zvCXFMxRaZ9VCBQQghhBBCCCGEkLqnbhUYU6WcoPqCkBkkCCAtzQiXLYK6qE0swyWLAUCX1TIrA/KD/c68Kjlp/C7yuUyDLIctrbVuDQpPaROrLCO7olVc//SSPProiSOQJr3SGpt9RaoLb2U06e93n6ua52Xk8oebbtVtHHkh0/cjaG0x7Y1U9QIgZE4RhUB3J4JVS4CresXRrqLGV646BUL+m3tThcbZc/rcIKwpVoRbNiJ+RhvvlhrtAahYEq9UCZV78nnAxooM5YOvhki8OJN1TbfPU15Zgq3aABRHTiAZMgoM3/BvUTeAyjGOkDmNCKRtAWDup2ixuR/OX4C6MQgAUMMjCBbqZ7Tk9P0njY0oGANuq16Ie3oQGMVF4fhJ3d6ypVDG88Ift1hFVvzcC04FZQ3A495ep9Kwx6mREXfvW8KOdqghHRsKp1K1mBocdJ+tiXd8tcd9Xzv2sCXFk74+FzOizg7dxsCNotLi9nu7a8RxWmackFlK3U5gzLaJB1YrISSDQKAa85C+G4B96GdV1AhCyKiZKBhLCm1l1WYQr671IlyoH9yTMb0MOjuQLDQpK6adrBcNAAjN4CHu7U2lmFmTDVkTD0bCrjLMukqvGRgzsCx3dULmFCJAPoegpz+tApCRfiFRBFUqs1ZJ5TaB9D68eBVhpzH/nUClD9ds90KoyMSh3uqmm/alKBkYqGr8mRX3ZFjHgsSPQ14qifIM/bImQAiZu5g0EKXcfW4nBIqOyufc/e/25/LpOMK7J6VZP29hU06SxFUPUV7KRWLiT9jagthsT7znuUS5ouOiINATtB5qaNhNbkoYuue+NQAFADWqzw8WtOquXr7iJlxsSoo0NKSLMTbOxXGasuL3y5idqjhG0GjGOqBROJmdcAqOEEIIIYQQQgghdY+oCUiTa67XTkgdQUPXyoy3/nKtMFaQesWmLKFHr0D5K/Kjr7kLuW89XnxCECK8dY0+1pow+iX2JpHmI3dthXriGf1DhlmjXXVzRm9TQPKKHbrt7x90143WrgZQYpZb1FHBo8mDjBWEGI783V3Y8J8eH/vAOcap994HAFj9/oerHveg+uI+pdRdU319xgtSr4RtbfrDqmUAgPjQc27f4BvvQdM/P1Z+zpaNZceG3V162+UrtV+8RKFceNVORN/ZV/HwaNVKfZxneg0A4Wadvpgc0+lUvrKvWiokAGDXNt32BT22Khw/icKrd+pt396XqhI9ZbHs3IJHDv8NegfO1Ty2oAKDEEIIIYQQQgghdU/dKTDoJUHIzadeFRi+URVgDDuNwdabDmvDvS/fvqhqG0U5ooSQSVGvsaLUTDdas8qZ6f3EYb2C9ZXbu6q2wVhByNQy0wqMoKUlU7mm7tsOAJCHDwAAht5wD5q/q1VwV9+0FQDQ8Yk9xabj5jx7jnrpnZnl30tLtFt/GqCC140Xd0qvBwDhxvV623PHEN52i/5sVIDh+nWIjx2v+jvIorQ0NCEzzXjHFnVn4jnbJi444ULIxInWGUn+6bOZcjQ7cWGxkxfA2BMXFjU8nGmwWU0ur3abwc2eA+nxt6xF0mwe+lUqHgQLFpT1GwAG/sO9AICWf3xUt53LVzXcCxctqlgVgZD5hpXYJkeOZ943pVWA7OQFMPbEhUUND5dJcIE0TvnxxyJ36Zcd9fjTaV9rfKmIVq7IrCDS+3O7AABtn3lEX8OfWBEpS1fyJ2sImQ+ICILGRiRDQ2ULHQDci77cGMqcwIie0/eLvcsbv/oYrBVwxyf26A9BWDSRAJgJDxMj5Af7yyZO5e47IMPafFM9pdMBJJ9zfSi8ykjpPVm/bL4VKq/bjB97qqyvsamYEq1djYKZuLCTIvGx42XjlXDJYsQX9dghaG11vxcr3Q+6FpalDBAy22AKCSGEEEIIIYQQQuqeukshIYRobqa6p15l4YTMNKUrbLUw5aabGaoAAAi2bQIA5P7qGgBg+BXlZUeBctOtsdQ/FbvR3IxHBv8F1+PLjBWEzEJutmp4plNIZgtZKpKyY4zihNQ3pSlERfuiKFUbe8pgayo+kXSgagTbNyM58EzF/dGaVQBQpuAbft3dAID+FXrs0PXRPW5fNRPP62/fhYWPatWSMzsHir5rtGypvuaL6Xhl9P6d2PfIh9DXe6bmsQUnMMisgKk60wsnMGY3Wa7OPtGK5QAA1aJrzMdHni87JuxoR3ytvCZ8uEin6tSazhJ2LUR8teRl33vOhFs2Qj2vpfhZg7Fww636w/U+J9+1clkJA0iT+Q7+hIJ9wVcJgu2bddv7D+tdzc0Vfy9k/DBWzG1OfGA3AGDt7+4Z48jpp++tuyCxjh2tX3h0hntDJgInMGYh/ou1qYSh+gcyn9c2hS4Y1Gkz8TPHyibaw+6utMqXNxZwz+pKL9glqb/hksVIrl4z23TCj/8SLXffARTM9icPpW3Y883YQgYGUTh7Tm8zqYk4fwkwL+ZF/iOmokjcPwDZoRcM5JAeP0lT07gWNkh1xju2YAoJIYQQQgghhBBC6h4qMMYBVQBkrjJbVlXjH34JGo5fBuBJ3pQqk9iHSxa7WfRxrcBnmH1m4Wble3vTbbdv0NsOH3Hyu4Zv7NXN7tiSrgiMgwnVASdkGpktsWL0/p1oeuZFAEDhnP4bSpXJX4tiRYWKBZnUGis62gGgSN0UbNUrecnTz2L49SZWfF3HiuDO2516aDxkXYeQmWZaFRjha/Qzv0KKHWDUexmr9aXP1uTlO5C7aNI3An1vx88cRbRyBQA4s93kFTsQfO9J3cbtGxAfPjJmX4PmZsiCVt1miSloKVmpBMGdt+tr7z+sVQYA1F5j9rlrG/DIQXNg5d9DLdchZCahAoMQQgghhBBCCCFzDiowZjFUhJCpYkZWVTPKAZKJYT0iKhkzjr5GL4A1HTYr0hmlGxGEmSs30dIl+pzzF2ruSzWDyORldyJ/VueNZpWlDLsW6uOu9xatkgNm9WqMlW+XV3tQl7qVMMw0myITY9pjhZ+zXEGBVKqiiJYtdYZg1QzU/LbVfab04MMHyo8DcOJ/GC+I/z51XhCyY4u+9gTUWD5TbhLrU6Oy5KZRb/0h42ImPDDC224pNhAsxYsD1QwJixhD3TCRe7KaQXS44db0O0zy/37N39Gd4HlgGLVpMjycGVPt8zboGwQAFF44UX5MhdLy4cb1ANIysWMRdrQj7u03fUtcH911tm1yfc/y1YhWrdSn9A+433m4+Ta97dQ5SGhK2XrKWvc8GRlxxybGw0vy+aqmq2R8jHdsMa8mMPjCT0g2MyYLH4fkcUoRcQ+rrIf6kY9oWfeGX9ybnpLLY/TlWr7p13Ava7qhIfNBX1qrvZY+ctBO6o2ZihVjTdJNGyKQKFfx2qe+oGPC6p9+Kj2lQgwoJVy0KNMcd+jH7wEANH7tsdq66DvbE1JH3JQJjIxxRLRuDQBA9VzLTKsKGhv1KZOs6lGaTtrzzt3o3qsnXF16ifcs7//pewEUm9IG2zZhtEsbcYf/9kTla61fl6Z8eJMMyct36Ha+/6Trk+1PUeUS83uKli1xJpaE1AtMISGEEEIIIYQQQsicI5qJi86UEoLKC0LqC6uCCLoWZq5EXv6/tIy7+2+muKSfUhi+X69a5L+5t2z37e/XqxP+mubAj+9A85fHLuVXaeU1PHAUAJCMo4+EEIMx1vNNN32uv20XAKD9049M7XWVwuBr9dih8avliohb/ouOW36s6HvjDrR+fux+VCpN3PxvOsWk1lhB9QWZb4iIUxcELaaMuC/nT/TdIws7gQwFhrpDpwNg71Nl+3yDy2pKjXDRIsSXLxdta39+EElLQ/FxHR0uZaHp0mhZO0lzHg1HdApctTs5Oe2pJrzxQXRdp28kble6L/HGI5IzqSQ3BqtchZDZARUYhBBCCCGEEEIIqXvmlQcGqS/oSVI/0MRzYoyrROtN4Mov7kbXR8rVKtZ8Kn7m6LjbDLds1Oceem5ynTPU6g/gMx4lzox5JcwT6qKMaknOe7RyhTOmPf+r9wEAlv7Fw9WbGCMH3pnBZpjBTZSs8ssT4cq79f3Q9dEpVqYRMsXMiInnxvXFxpAlRrD+czu87RYAqG76ibGfK9Z8Or5ytbYvAK3gALKVWOq+7Qj2aSPq8T4vS4nWrgYAFE6cqu0E7/dlv7fkc5kGpcE2XRJaLujvnaWOk1weqjDq2rSMd2wx1tghvO0WyKDen2VUbv+N1OCQ+/e3JWrV00ec2WnRM8F71kS3rNVtG/NxGoRPLeMdW8xICkk9wJfnmYe/+3mKeSDc+Mm70PwlLyXDPjRFC8PC1hY30K/VRbuoWkUWu7bpv23d9Br6OvT6nQCyDfWCxd2QAS3HrCQHr5Wq1RNqJGvyApjYxIU7d4omLiwT+X7jSSHixMXsxnes96XcPtESPfC3lUeS7nbADFiX/e/HAQBZU6P+AHj4ZboiSO7BbENeGR3DWHgC1TGG79YTidG3K5sAF12iQkxY9BltBFxzOhohcw3R44JgwQLE164B8CpYNZekcCzW8QIj+iVaWlvcC6xqyKcHlkyMFsUiG3POnM00DZV2PTkJbwLDH7cEzSbNxU6cdHYC7a36QH/sYOJKMJq4fhdOnyn/+hljIn+C1N+vmhqK2vYnJjKfl15Ms/srPleP67gbD1ReyKl0bnLkeOb2iu2MMXZQp88B+XzF/fFVU+3Fj9lH9WSEKhSyx5fev3FsU3hsJStOXswoTCEhhBBCCCGEEEJI3TPnUkiorCBk/EyrLDy4X8/4Z6wYqPt0adHc8QtuNbWICaxyZpK1YrJDr8CqJw+lx3grL0CxKViwfTPErjZUkYBXkjmWXi/s7kJ8+YrZ6dWlNysj4arlmTXVCZlJbkoKScb9Gv/wSwAA+cNnshVWUxQrsuKUlUknB59N+2djRcnKKqCl0bUol/xyhz5W1pzsP6yP841LvWvbWBFsWDflSilCpoLpSiFpjxap3W1vRNI/gKCjHQDS5ynS1BAZLWSmTkRLlwAACucvVLxG0NgIFWudU5GKwMYnAKFRXliTznDJYqglRgnytFY+hgs7XN9kpxkH7DuUNrd9MxArc86zFfvjp8r5KXC2TRw01+teiMIFrerwlaxWoSGd7SicPF3xOoTMBCyjSgghhBBCCCGEkDnHrFJgPHBuP5UVhEwDdWHMVwOFV+1E9F2tsvJXZ0s5+rGduO1dteWZTxneCnC0cgWA1Egq2Lqp6soKIbOF2RIrRu/fidy3n9A/VBnnHPm7u7DhPz0+ZdetiSqxolb1BiGzgZkw8ayFUqXVjTfdiwXP9RQdEx8+UqawuvLu3c48N1q7umZjzFo9rqJlSwGgSJHqK7LiV2olWvhdHduGX3c3Gr5RXgp+LKJ1a/R1jCElITPNnFZg1NvkhU1XIYTcHKLv7IPs2ATZsanqcV3fq2zkNG0olZo7DQ1BeU7WL/xM54SaDBobnVSUEFI7uQf3IdiyEYFxuq9E18O5m9QjDz9WDI9ADafy9GNvWzihJiWXdyklhJAqiDjTRvXSO6Feeifa9p/HyOJWjCxuRXz4COLDRwDoiQs/PUx5b001V/UAgDjWf8Yg6e1D0tuXTnICCHr6EPTodFYVClSY7htpC8vaKCXcstFV/HDd6WhF3NFaa+8JqTtm1QQGIYQQQgghhBBC5iezKoVkLJhiQsjEmC2y8Knia2f34cdX7Kx8QIaJICGEsaIMxgpCKlK3KSR33wEAUHufKt9311a97/Gnx93uKw4O4gevuxUAUDh7rmz/xV+6DwCw+K8fdtvC9evKSkWPh9CamF67PuE2CJlpxju2iKazMzebyU5esIIJIdOArbBRpUpApcod0aqVANI66GF3F1T/gN6Z09LvpK+vvKKIx/Dr70bD14tzRLNeSIIFC4BEO44nAwNVv1K4+TYAQPzM0XSbcT2Pj75QNqCQKJpQzfCsCgeEzFlsrKgyKRC0tGTen/79BwBhZycSEyukUeefJ319mVUALFn55FmxIuzsdPFqrHsz3KBfZuIjz7tt0S1rAQCFF06UVzzyqoyMB5s+UlQtgZA5ioQBwtY2JMPDCJp0mqX/Am89LsLuLiRme2LTOkUQXNOxwd5p4ZaNkKv2OP2sVkGIaO0qAHAVwaJlS50/RbB9M5IDzxT163vbmhC29RdtC5cshgRa8O5PXFjUhcvusx8b3Pkb1+u+PneszLsiWrXSjY/ceGFwMHuc5fl+1FKFhZB6hikkhBBCCCGEEEIIqXvqWoFxsxURVF4QMrVIFCLs6ERyvReBrZd+5WrGcZEzuPKVCtaZ3xJfvpKuMtgVSxEUOvQKa5adVdP3n0VSS19XLYMyqyQYo2KIymeETm8Vxa78uuO97zSWqsJfJRGzsgQqMMgcR3IRou7FiC9fQbioG0CxE787rrEBGDQrqZ5SIX6+2E0/7ulxqgQ/VsStelvW6k3Tvx+uKVYkt65AcN3ck0bxUZGoPColl66knwdK7m3vO425ouqpLiQXuc+EzHkkAJoaEeQiwDwzi+6HvDG0FYG0tujPRoERNDUB1/qK27tw2ak65cyLAIDQnof0uRxfTscvQd9gbWOLXA4Iq6wXJ9mt2MolMjKabhwqVqqqwcH0+Bbd3wAl4wujfrXtAQDCsc0/CalnqMAghBBCCCGEEEJI3TMhBcaGbTfwwAPTb5hJRQQhs5xcDmrVUoTNzUjadcmuwKw4JkNDbmVAjYxCmpr0534vfzRj1bFUuRCtXgl5WOezq4zcebf6OgZyYwjq4uWSjZLdh4PPFh8DIO7tTbttFRcZ/QmWLtanXe1Jc3a9vPdg3Wrd3vMnM9UqhMxFVC5CvKwbIYB4aRcAQMxqpxodcfdS0j+Qqg2GPa+IDN+IUjVCtHol4h9o074s+/JkYKCqV48lvNKH2KzSjoXvk+Ou48ck029feWUJunRJ1WB01OWq+346sln7fuDwMfrkkPmFiFY2RJG7Z4N27ScTX74CaTbjiSTRxwHOb0bCoOzZGl++UuYjEy1bCtzQCofAqDHia9edkiE5dx6BUT0knirMFkdwigelgOHiWFTm5WPHQr1pbLAKrPicVqJJLu/igP0ufr8lb0pCB60Qo2iVfN6pvKwXkOTzSHqulf9OCZlFTGgC48jB5nk3ucAKJ4SMHzU4hGS/kWWfLt8vkX7gqtGRCUufCyczGgYQNOr0i2RoCENvuAcA0PjVxzL6oMNgZk33kpeYaNlSfawvbS855sov7EbX3+4xfTADnRs33AuYNecKWlrcACe4dY2rO2/dyKPVKyt+N0LmHDeGoJ48hAIAZBjLSWAG+Blmv7VSU6z4sbsBAI1fK48Vrp3jJyvuK6PKRMip37sPq39fm/oVTWCYlxnfnM/FijUrnSGonUiNVizPrHhAyM1gRgxk4xjJ1R6o0YJ7MVcj6fVt2khy6QpiM1HgJh4qxJDS/if9A5kLIMECvRgTX76CaK1ecEi88YOdSLB/x5evuLgVdnbqa/mpH40NwB3G7PeRg+lX7Okpvu62TVDmnrcTNOjrQ7BeG3vGR/XYIVy6xPVRGhvT7zBqJkcXdyGZRNUTQiqRZWxbdoz3vJ3UtSZ1NiGEEEIIIYQQQshNQFSV1YFKTKb+MpUMhNQf462/XCsuVvipGGZ1MezoKFphsKsjdqUi2LoJiTHTzCpFmEWmQsJn1zb9t7fKUUSGfNwvYVZKuGSxM9rMVHCMg+DO2wEAyf7DVftDyEwy3bHCl1Y7eXZJ2dTSkqkjr70b+W/q8qdF5QFLU7i8VK1q9zUAhIsW6f2XLmXun9Aq0j136L8fe6qmw0tjoqW0lOKE+0PINPOg+uI+pdRdU91uW9CldjW8DkFrC5LrOn3TGoVjcVdR6la0cgWAND1Duhc6JaTavV1v23MAoUnZsuklwYIFTikR2rhSYizurpFR/tQ9v4G07ctXXNtBl1Zj+GMHmzaiNq9DeFl/r8IprcQqKkfvY8YHVt1RqtxwpaOfOOyOHyu+zRs4xqobxju2oAKDEEIIIYQQQgghdc9NL6M6n9QXVJsQAiAIIYFAJXqGO2gxxlQlqwQuR7SjXe/3SplWU16EbW3OQNNXXvirtNGaVXp/hvKiaOWkZBY+7FpYcYUWAOILF8s3emqTTFWFWRUO21ohC/WKSdLc6I6x5lxqZGRS+f6EzDqCUJvhmXtE+eUDPeKS0qVWfQHAmdwBKDP2DBobnNmlf1/L3VoZofY+hXDLRr3/0HNVuzohpUOJ8sI35ExepscKwUP73X6b0x92LUSyepk+rilC4eED+lgTKxDHNPEk8woJQwQd7RARBEZ5YD0nCs8cdQoDNTAAZUsVG7Vkci4dJ8ieA+5zqbFn0LYABXOu71kRLtFG3PGFi4hWLNefT6ceNNbPxprwYngYiTXstsc0NyE+Y84JQoSd7cV92HcIyoyF7HjC97rx1aZWtWHLyUYrV0CNjrq+FPZpk3OrApHGRnrmWKi8mLVM+wTGA+f0w3g+vsjPx+9MSBEieqDRvgDxVe16rYayX8rty35sX+TvvD198fek4G6CwwwIkuHhdMBgJZSXLhW95DjzvoyqIE7yGYQItt6mdxujrEpVQHy5tpscsdfwHohFExcGJyW9dAnwBjXOYMxWYVEqUypOyFxEggBBSzOChR2Iz2dMDPqUpGKE3V1Omu1TGiskilLH/lALUJOhIai96cTCWBMXgDYtTO7erD8/fKDqsX4ajJ1wsKZ6RRVHvIkLi7v/XzgBmFjk62ttdQEksTMTnGwqGyGzAwUUCkA+DxjzTeWlitnUCIkiBIt0VaPEVDUKlixCYp7X4fp1ALR5tk01sWkiamgofekPU8F6fPGSu46dCAi79TXiy1fcfW2PC9vbEK7QE5B2nKD6+tPKa319bqzhJibOX4CY2BGKvnbh7DmEbTpNJr6kK6b5KXdRm6lMcv5CGltE3CKNnbiJr1wtH7cQMstgCgkhhBBCCCGEEELqnptu4kkImTkqKaKm3cSTkLnANBl+SS5fvQRhhesWGVaOg5537kbnJx7JbNPywp/sBgDc8pt73Lbwtluw5+THcX3oPGMFIUCxQfUsoKhc72Ta8QxmP3bqIQDAu1a/rOy4aTPxnMF44SswbfpGVgrXeIx1aylF66fLjnW8vbZSqjwVdZb9n51t2H8bqET/5d1r4YZbM1OiS9U/wNTcq2OVNa1k5ip3bdXnD+j/O74pbjUGfupetD+hxyPWNDe+fCU7pdtX/+zahkcPfhi9/Wdp4kkIIYQQQgghhJC5AxUY08x89gAhs4eZUGAEzc3FqxYlq8xhZ6cz+ux5p14N7vz4nuqr4BkeFz6++VatlOat+8SvfAmiHzytu1NtBb0G+t+yCwDQ+vlHvItX/z6E3GxuasnlCpSWV/VXma6/Xd9H7Z96pOq9O9bqqMs1NyuepUxkday0TONEuf428x0/ncYKPwefkHphWhUYwf16HGHjgFFDyNqViA8fccfa535ifLjClcucr1Th1TsBANG395WVYZcogor1szcybVRSu43lV1V670sUlfliAGlcKty1CfnjF01/zDWTuEx54av3KqlB1H2mVKzn12PNR2s28/RKUBdtnkT55lpUJ+NrcPzKklKfJDJzjHdscdOrkMwFxjMpwYkLMu8JQkgYQhW0K7aTvXsVQwCkExee1MzS+fE9ZcdZwo721KQv0LFPJcXVRdzLSMbERdb13L6N66tWIQm/+wRUVl12u3+zNgUtkt+ZSQnJpQMYDA65iQsnzR0Z4cQFmV/YikXmpSFsN/dtyeDSvrC4nz2JbPun0pf60okLP1b4A+74lS/R+7/7RM0D+4nIessmLrwBd/zDpg//9kS638SKoKkRhbs2AAByl2+4iQv3wjI0zIkLMq+QKEK4sBuSz0FMdR7Wq4AAACAASURBVBFrill49nn3YpoMDAKmAlrYrScR1JW0Alr07X3uc+mYJFy6BAVjfOkv9hZVITHjGWsQWnS+OU7dGETSXxyzwkXdbkIFKJ8ICB7aD2Xk/XYc4JsVF0222DHFgla9r70NKtHpCxIErmqRnURBFI2/CkmFsciEqjEZpmziwjU4/gV5TlzMXphCQgghhBBCCCGEkLqHCowJMBFVBVNJyHxEcjlES5YASZLOjvuz5F46iFMenBufISGWLS4qR2rx67InpSZWHsmJMwD0CkjpaoI6XcMqhSlxBpWxQnH5WtkmV5YtChGfMtc2UncACNas1P06fnrqVygIqVMkFyFatAhqdDRNz7gxmB5g06lUkt5z41UoLe7OjBW5vbp0agJd3nDMvjY0lBvjTQQvFjYc12URfV2HVaCgqwPRo1plIiZVBABwiy6dGrxwKtNEkJA5iwgkn9Mfc/pvWFVUEgMmPSFoDVwJVDUy/udp2KrT1RB7sca799XoaFnbVk1hj5PmJteH2GxTIyOuDLLk8k7h4ZujlsW3kdGy6+rzdby0cRNJAgzqsYzK59Jxlv07UdNmSE3IzYIKDEIIIYQQQgghhNQ906rAeODcfioODPw9kPmIGh3VBlQZ5lMAEBrlwdCuDch963G931vdGPgP9wIAWv7x0YrXiJ856lYT/Lx0dx2RzNXS5OU7AADB95/Ufze1AVaBYdrzVzXV7u2QPQdQRpVVYL80lV0dcds8UyxrVgoA8bET5oJJxXYJmWuo0YI2yFMqO1Z06pz2G/fcioZv7C07f+S1dwMA8t8s32fJKl8HeJ4aIpmmnaX+FJLPpzElYyVTvfROyA/2V+xHFoUTp9xn+/1tXJC+PhfbEq/MXnK4ttJ2hMw5VAI1NISktx/Bwg4AxR5X0qL9MFQ+h4L1t/Lu0eDO2wEAyf7DZU1Ha7WyKX7xAgLrn+U9y61vQrRmFeKzL+qmzf0ZtLQAt2lDz9i0Ha1YjtgaiG64Ve/zY9GOTQhOGq8N45Wh4HnmGPWZr/Lw/XScavPUWfPdm9Nyq1HkvrcaNsafDXkqL8isZ1omMJguQQgBoGWeuQhqOEZgBhTxtfQhXLhDG2g2HTyNLEu8ahMX/jWqPoyVyqxGkDus3cLt9EORvDSjvejQcSS+vLMCRdVVvCoitg/upWT7JqgnD+nDWlrcS1S0uBsAUFi7BHjkYOXvRchcQmDMfgtOGu5PYIzerl8Kmve+gKwpw2oTF+k1xo4VWa70+Sf1y4aLFUPDReeUEh58HrVMP/qVlopiRWms3LEZ2PuUPqetzb2chObFbWTrGoTf9cw/CZnziDb9zecgZhLRn/hUNq1ieCRNObN+20kMeeFMxZbtZGLY0Q5VpYJR4fQ5dw9ac81kYADhDZM6YscLhYIzMZcbZpHEW8AI+oeBrk59fpYZrz2ue6mbwLSLP3FvLxCZ2GFSaaSpyV07aG1JK5/YlJvWFoCmv2SWwxQSQgghhBBCCCGE1D2iJiAjcvXaCfGg8mb2Mt76y7VSLVZIFE2oFCEpJ1q5AgBQ8OTlPnbFSNorl5PNWp2eyL9RlhmqT7hkMc69ZT0AYMlfPVx+fos2TUsGhyZURtaWzB15ib5G/umTLDE5hUx3rPD/zw2/XqeFNHy9RF3hqRWA2v+fSi6fqjp2bdN/P3Iws9xxsH2zvoRXonWyRGtWAQAKJ0+X7ctSfvjIzi0AAPXEYcq/yazhQfXFfUqpu6a63ayxhVVgBBvWIT70XNk5ftnh8T5bisqclsQfoML9m3Gc3xdb9jTreRytXY34RW1oPiHDYP/akzDsDDu1MiS+di1bbWZSYmRUx9/C8ZPlXfEUpj5FpWBr7Et83aT42RRbv7zt5tuQtOp/J2UUa0XXM+MkNXDDKd9sH5LrvWnqsNdXv6x9uH6d/myM5iUXsQzrFDLesQUnMG4y9AUh9ci0vpQE9+uHTNZD3+aDHjsxoZfVqngP7XCjfpmNnzuW7raVDmp9QQ9CRMt0zfdqNdSDO293ebW+pNVWH7FyznDDrS4PNlqx3LVpB1kjuzcX1agnpB64KZOdGQPu8DadbhYfOz71L/De9YJtmwAAycFn0/1VXkQy8eTh1Rh+3d3Oz6MoVpS8DIW33aK/N0ysMBOVdnA98oo7nIcQIfXEdE1gtEeL1O72N0ENDuqUCADJdZ3uoUZHXLyQvgHtrQMU38c13NNhWxtim0Li+2d4KanRiuUAvDGBiPPQSC7qykL+i67z1zhzzo09olvWIu7U30HtO1S5P7fdgtj4ebiJhZ4eF7Nw5ITu36JuJOZ6QUuz+/72HOlsR+GFExWvQ8hMMN6xBVNICCGEEEIIIYQQUvfUjQKD6QeEzBwzkUJSEyWrJOH6dZBhbYZVMO7fSOJyKaK3Ahrdsra21QYRBE3aPM+vPpJFluRc7d6um9lzoEx+Hi5aVORiXitlqzuEzDAzHisqGHGWKqrC9euAPi0FTozqSRUKiFZpx/7CaWPi58UKXxVVlSBE0KjVD2PGii0bAaBI0q7uM7Hi4QNlio+wu2tCKU9hd5e+DtOlSB0xbQqMsFvtavoxqJERSF6rl7LuxbCj3ZnuJl6VsWj5MgDps1V2bkHYYyqAGAPQ+MjzTjFhUyPC2zcgPnwEABBs3YTkaU+pZSiLRZ2dkOamousV4ccgk6ZgFVf2OgCQPP1sWTwp6o+f5pKFpzRz38urfkTITEIFBiGEEEIIIYQQQuYc01JGdSLMJ+UF1SaE1EhJfmr8/An0/uy9AIC2z6Rl0OKrPcXnqbSIYc25nkq5VRKMsaoq/YNl23LHtfqjAECGRouPDyc2V9zzcr1KsuAfqMAgBEBF/4tSL5v4+RMYePM9AICWf0xN8qwaIz0xjRU2v3xMktgZ8I0ZKwbLDfhyp3RufAFAab1VMaUQx8vALu0n1Pg1KjDIPEFEqy+SxP0MoChGJAODCNrMvWqUCeGCBSgYg0zrNyM9A0iajQHkczoOSBgChdQoGAAQpzdscK0vs1xyma9WHAO5Kq9b/jhH0gVo63Ej3vdRUfFYQuW9dm3sKFFgOE8da4AJQJnvSshspW5SSMjkoUEomSgzLgsnVYnWrQFQ7PBdJoU3ONds41weLV2SmpgZ1H3bIQ8fMCfof3YJQwS2SknpSx4qp8FEt6zV/fAnikyboW1vDKdu2bEF6skS87IMI8SgsRFipPt+m85dfoyXSTJ5GCvmNsf/cDcAYN3v7JnhngBHPnwPNrznsZnuBpkEN7MKCZkAGZM+fgqMreqllEJiDU09bDotEn1+8sKptNKTIVqx3E0YFT3T77lD/7336eyJ6ZIU4mjpEmdOavHTZYKtmyBndGqxHR/4FapsX2VoxKXOOLPXG0NukqlonLVUG7fHl69Atm7Q17SpwQsWIO5NJ4XI5GAKCSGEEEIIIYQQQuYcdZNCQibPRNQXVG0QUv+ovJaGRsuWOqPSUuWFY6suGQtTji2rTGzu9BXYrc407OgLaYnXkpKvAJCsXQoYBYaveCicOF3eB6lxbtyqP547jrL1lyQuKi0JAMnIKDBi0nP81ZkkS8hLyPzDrYhevY74wsWqx8qOLQDg1E9hd1eZ8iJat8atSGYpwfxyjq7du++A2vuU/uwrwrJKV5ptYaeRuXsxp0h9YWJF0NyMZGCg/LuUxAqJIiizKuzShJSiWosQD2vmiUKMxKTiWpWjGhwqUhg448+Tp93PBc/IHNDKUJumFyxdDABILlxC0KRTVgKTzlI4ew54TMeIohjjKUujxd0AUmPiwsXLCG06kIkrfrqMb6hqTY2locEZp8YmNSjI5xB2m7aNabNVmpT2QY2OunaS/YeLvivVFzMLFRiEEEIIIYQQQgipe+iBQcgUMNuVLMxrJ1kECxZk5r3OCjJye+uBM799H1Z+8OEJnSs7t+DM/XoFa8UfT6yNycJYMbspKzldZ0TLlgKhVmUUzpy9qdcO29rqalW172d2YcHnHpnQuZLL4+Rva+uJ1b8/M7ECmBkPDGlocB5QRdtLyptOmFqfLVWOK1IIlXg9TQlT9PwrVTZNFeH6dUWlYieKNDS4f9dkYABBS4v77MhSfk2CcNEi3VxPT9n/pUr/9ybCeH/3J39/N9b83sS8i87+1n3ImaHe4v9dW7wIGhvLS/Z6Zc6tqiXu7S36/1jq02YZ79iCExhzFFY6IeOBLyX1jZU9B20Lygw5S4nWrAKQyjwlly9/AIogXKil30M7tYlV7luPp9dbsAAAiiYvwu6uVMr5qp36Wt/ZN6Hv47oxiQHl6P26D7kHJ9cHMj4YK+obO4AP2haMOUlRmhKSGSuC0Mm2B+/V6Sn5B8aIFUsWu/SV5BU79HHfe3JC38fvh25w/C8hU9YHMm5o4lnf2PECggDJZZ36oQZ1lbVg3eqiykyl8SJas8qNMyzhokWIb12mP/fql9v48JG0jQzz8WjtameqGWzbBABIDj6bxpb+fn2gUu6l3qa5VFpgsddRN25km5L7L9eAji821ezurfoaB9J+q5GRmoxGycShiSchhBBCCCGEEELmHDTxnKPMNuUFFSOEVCYxKyK+8VyWeV7Y1la2IqJGR9xKhjO7VMqtSuS+dTVtL9Rz2lZpAQDYtU1ve+Sg2+QrL0pN8SSXhyoY46u8kUB6UkFfpm2VF0Fzszvfmm/5/bDXQBgiWGT2e8oLX5JY7xJ5QqaTZFCvevoSantP+fd10NhYZMYJwN23QKqsEBFXktAqL6KlS6BiHUv80srO5M+spgLFqodSeXfQ2IjExIagqUnvq2SuaVY4/fhh73WEYZpu4pmCqpW6BCL8PnjxKlyiTQbHMjslZK6ierW6Ib52zSkM3H189AV3z8rq5YhfOFV2rk2ncAqEQAAzVohtOfXuLsgCreLyY0O0Yrlu5+o1ty05mBpx2rLuVmURdnZqJQQAMcbmPmHXQqgBHT+swsNew/bDXee6bjNauUL3YeAGYNqMjbmoQjrOUlEEMUakduxUyVCY3ByowCCEEEIIIYQQQkjdQwXGHGAuqBdmc98JmXYyci995UWwVeeNxl4ZsaLTvZxWAEV5rWmDcVGbALTxkqe8yKJ0xTRcsRSFU3o11K6WIAjTFZpchGipXhm1fh5+G9KiV0hVf7qy4dQdDQ2Iz75Y/v1GtZJDosiVPXOrO20tiEtKvREyZ8nIxS5SVN1zhz7MrDIW4ceZdXplMj5YHlNUoVDcpsFfXc3sWulq5fq1kGeP6X0mRvkmcFn4JptqgVkdHhj0LqK/vxocAo6V98et4DY0AKUGfDu3QJny04TMB+Lr5aa19vkNAEFnh972XDpmsIrHuKfHKTCs2jK+6o0hzH0sUZTGBlNiPVrSDXVD37dxf7aKwZY/db4XzU1a4QEAxgDVKUAASBhAjMoiMYqs+MJFp8qSXM71y5Z1tYoNBOLazEKam921fVXHXFJgBI36d1JmzFmncAJjDjCRl/+5MOlByHzGT5uw9c9H79+ZaWoZrtQP3PjEmbJ9lrh/oNyQTyn0//S9AIDWLzxaoSPFbueFk6fLX0CU91KVqHIjUu+lJbmgJem+sWewfbPed/BZN1Aqwr60JEgrGJjBD25uIQNC6o4iwzozcTHyo3cVmXGW8bxJRfMnHw1JX3/ZJCQADP7kPQCApn96LLPJUtPe5PDRtO0aqyZIFKWx4ZKWcideipqVhMfnLyBobSk7X8XmeoUCZJlJMTGScE5ekPmGfZH3X8SjNcZo8/hJJD06vUPt2grZoxczbEpo0NICaTBpoualN2htQVxSXUKNjiK8TZuFx0ee122fv+BSVeTGDajh8onXaLk2A7XPcjUw4FLkAm8SxR2/dAlUb7GpZ9jd5WKUKphrJDFim5ay4Va97cWLQL7cP9LGGnXjBkI7mXNOp6fa391cYbZMXFiYQkIIIYQQQgghhJC6hwqMOUatygoqLwiZ3QTGFMtf7chSX0hDQ6a0+8xv3wcAWPlBU/M7ictMs4Bi5UVW2dOwQ69KuJWQMVZQy9JUAEiUc+Ubs1YBkgPPuM+ltcMvvWc3Fn04rX1OQz4yr8lQMti0LHjpF1nqC99M163IiuDcb+hYsfx/6lihhoeBjNXHIuVFRj+CroUAvHvUV3aMETdcs54CIyuWODNPwJmPWq69Yzc6PpHGirFSXgiZ64g1yPYUGKoxVTnaOBAdPoHYpH9YRWXw/7P33lF2ZNd571ehc07oBrobaDTQyDMYDMIAEPUYTY4ovkdFyoqWaOkpPNsiLcmibGlZXpIlKtiktWRJz5RESk+JIimRFkVy5BkGkxzMYAYDYAYYxEEOjdgI3eh0q+r9cUKdunVu6nj79vdbaxZ66lY4t4Hadersb3+7uwuZcxcS5/M6OzD19G4AQM1zRwEI00t35YrUtXXr1KYm3P6RJwEAHR+L78+ooS6xv3k/Z6s8ANhbzNfE38U0HNbbTp1NHyO5/m/3Y+V/fT7n+SupfGQp4kRFPjRM2H954WHJB5lPSu2/XCyMFXODJyf+Ue8KhK+dEhtzxG5nt6hxj14SUnGnqlovDijcpqbY2Xv9WgBAcPZ8fL2N68U24+HurV+r97F1QEmMQdasus1ykcXShx0wymCmM9ba/exe7Y7vawm4I0tFokwm7iwwPl70ixCZGYwV5Y122u/uRPD6afFzrlixa5v4+OVj4v8tsSLR9UN1JzDKxLQ03PDVScSKrHs4NQYZA1y1n+UlQ40NkCUgtljR2iKOly85ju8jyq5pD4O4TG50lLFiAXg2+vShKIp2zfV5GS/mBlVyBd/TvlPqT6euLlmiIe//4Lp4kfc6O+JSTbVPTzcycoFS7R/evK1LP/x+Uc5qdkvz1/Tr/9cx5tJVeLIETL2nRuPjcUc11TEkR8JCe2BNTsZ+PdILw62ugivjhVqU8Jqb9XXc9lY9RjX3wnTGGsNsSR0yM0qdW7CEhBBCCCGEEEIIIWUPS0iWCOWovHjm2pGyHBchlYZWMNy5G0uzDcwsp1Je+Ct7AACZ68PxjvJYs0REZUqdmhpdnqGUF15ri85omgoNm/JCjSEKAsB15X7i2Ml374Y/LrKm3lde0ceY5SCJDCuEwkJ3MdE7uYAjszFGxkN1IfG7V+iMis7s1tfnVIoQUmnobOPtO/ZYIV37g1u3tPLCZsipspVm1tGUfKsYYutolIgVlqylUnDBc3UGM7gj7tHwzTtQ/YbIqprlINnKECDOfjrV1akOAk5NDSDjSyI7KuOLt2FdSj7u965KZZQJqWTUv3e3rg5OXVYXiomJRLzQyoseUQ6SuXhZxxhPKiMyN2/Hht4yXnjtbbpEJbwrTEH9/j5kLgtTcbOzmD7GmHsolUhklINgSnYbW9OPqErEgfDyNR0TQjlnCicmYqPOYanu8jykqg9cB06I+HspZFxx6uvgqg5GSgUCIOTcYtGgAoMQQgghhBBCCCFlDxUYZMaUi/qC/iBkWWGp27ZlORPKizzH6o8spljZJnj5yFXjDgA1X3ip4PG6vaFuiRogms7ax5KFNbebGWStJjG+1+ZD4pF3YqelXtXSLnK2LHRf9ehbnoDzzSMLci2yBLDFCovHRMZWR57nXjAVXEVj3F/5FFHu1w6jUDW51y0ywKr+3VZ/nstgT5mUwmLeZ6ovfvqM+PwPh9YXGM3yxlTjkCWIal/+6BGcIH3Pm/FCPVOjCWOuII+3Pv/VZ4YHlv63Eobxbpb712lrBeT8IxoT96wtbrhTU9rQPJqctM5jplcKdagrW7jayDXXscYq43mu1GQnPyK8gDb9+t2EAm1W5GktrRWrOeZEc41p8KzwOjtixV+R3H3/PrT/6YHCOxYBFzCWAZX+gl+p34sQhTa7NB7Oj77zKQBA/d+/mNgv+wFum2B6He1WY827798HAPYHjOPYF0D2Pi7+fOHVwl8kB96Gdbo//HxiXbhQzPHiBbDwfdW5eEFsi2a2WJFYsFPmdbZY0b3CapR3/4f2AgBa/uKF9CBssSIMEO3fLj5+/mjxXygLb+tGBMdPFbdznheAQnDhoji4eLG08deuAQBkLl7Rcwdn51YAQHTouN7P3b4ZzkWxwKfigbdhHcJzF8W+stTCH+hHcEmUhjh1sotIECDcJss4XhJla+HYmDbIdKqrEU2LbIV6Ic6cvwh3+2axTXUhcz04rrinXWnwGdy7Hy9WWpIQ3pYNwNcOi+vIl36nyheG34hLX6IgEKVoiBctHN/X3yEcHYXjC+NQc9FA7Tv0o6ID3JzOIvIlnBZo4UKRvXgBoOTFCyDH3HKGsISEEEIIIYQQQgghZQ/bqBJSgZSqumFrREJizNaRhdBtGYvMRHptbTM2Fb35r/ZjxX+XGYw5agE5+r0iO9/4qRcRvPVJMcavvJKz/SVjBSELw5V/vx99v/H8jI5943f3YuN/F+aImfMX53JYJVFWbVSlMe2s1XbFKnvy7TcPJYtFX7sMsJUkVAL+wGptRDpbCrWgzub8b+zD2n8/M4XDud/ehzYpuGn7s+LOYRqxKkwVsG6Je+FSot1srjkT26gSQgghhBBCCCGk4qACg5RMpXtqLEeYVS1vVO0motBqeGVmW1J+GWY9utzPrauLsx9ym9/Xq1fTzdVyfQmLv4YNt7YWbmeHOL6pHgAQnDhT4KA4G6W+q9veqtsgKoMtb8M6bf5lGmV5m4fED7fuxt4e5ncu0yzUUoSxorzR924Y2TO8ZqzINoIrFCsk/pp+3WpwzmJFizDiK+hvkStWjAvPD5Wt9DYPAbK9ciJWbN0ofhi+lfYBYqyYc8pKgUFSqDapCANE8h6CJ5Qq4cOHiWy52jeSnhNOTY3OoiuvCKe+LvbIaG0R56uqRijvS2W4Gdy+o/16nJZmfYw5f1HHqzbpTm2NVtE4vhzjyD1EgZgTOJ6LULZXdauFX4XTUK/vcz0e39dxSxkYex3tok07gOD2bbFfFGnDYACIRmUrWPl78hobilZHkMKUOreYcxPPZ64d4YtthcO/XzIXjH/HHtR99mDuHSyT6VlJNlG6JA8A/JU9AOxdPcbfuwd1//Ol4sZWiDzy1oKGTerarpd+cYgieBuFIV1wRkzkEy8kqme7IQU0X0ZK/Z2FExMIr1zN+bnX3Kyvr69jfOcoI828DONAf02/GGMOo09zgcStF4sm+jvyhYQsI6wLnCZyku53dya69oiD43tFy38t5QeZS/ZYkXn7TnHsc4eKHmtGxYor+ffVGLHCbW8Vm+7c1eN48P3CXLT5r1+InwcG5gLJ1NO7AQDVXyrcJYmUKcY8Qb2UuhsGEbx+Ot5HvfTKF3O3oU4virsNwgwyV9cahXr5zdWtwh8cAABkzl0obthV1XDXCwNN2wK/t3E9cONW3msWS76x27oS6YQJoBMG3sb1CLI79zx6BL+vFwAQSVNM87mtf8e1tXDkvWgaP7pt4v4151bm/CW4L+ccymQYxt+TZa7ntq+Ap45V47AspEaPxhHI+YG3QZiLhucu6n8/5jmDm7f0NrWA48puLQVjLZlXWEJCCCGEEEIIIYSQsoclJEsMlm+Q+YCy8KWB4/twZd9xW+bEZOL/3AMAqP2HPCoXE0OabWvFmGs8KguhDSC/ehheq8yMSnmp19MNyP0SWV9DdZK6puPAX7VSHHP1Wup6iXEoKXlrS/r3Qln4nMJYsTRwqqq1QiHRBtXMXKqs6Jt3AAC8r75S3LmN+zCleMozHqUkC94iY8X/Pgq/W2Q1g7vC2NZtaoyl2mb8yWfA6Djw1q8V5zlzLr6eVHMlsrQyzrhdnSkDOsaKuYclJOWNVq20tsBpEPeyWR6mSjrCsTGtxnQ6RftTU21iK3PVJSLV1XFplyzJiB6N6/mBW1ur73UVT9yuDj0OpW4Jb92BUyOvo8pGamsAVQ5i3M/qOsGNm/CGBsXxl67q7+VKVYqaW7hNTYBUVoQTUrURBnHZSU2NVmOodqtOdTWc+jp9HTI7aOJJCCGEEEIIIYSQioMKDFKW0EtlYWFWdQkyyzZpI/9iH4CsllkF2szZDPsWu13b3c9vQPt7ThfekcwJjBVLkFm2j7zzL0Ws6PiT4mOFNS4scqy4/tnNWPkdJxbl2ssVKjDKG5s/hlYzGea3trantjaaXnMzRt+2CQBQ9z+lF04YxD5c2T4aEAqMq/+PUGWt/C9x22B/rfAImU0bYH9lj9W/rBgu/No+DPzKzNqSktIpdW7BBYwcsFSDLCfm66WkxeuM9ta/B+6KTgTXxEPEdKE2cXZsFT8cE4ZW7kCflgMnd0xOgr2Odi0/1g+8XEZa+SbdrgevSzjia0fsHCUL5nmUCVSQw2AyG7M3dgL5vZTRWJTJpLsEELLILMYCxth3P4WGz7w415eccy596jEAwOrvfS31mbdlQ9JYkJBlwLwuYLjvEC/W0thRGW5HTQ2J57F6SXdkSUPQ14Xo5WPiM2nMaCvJdJua4jKHbeKlPDx20jqPiPZtF9c4cFRvSyz4Z89buldgemiVOPc3jqSu7ff1IuwU4w6PvJ7+BVjGkOhAZnyuSjCme+Tv4fl4jISUCywhIYQQQgghhBBCSMVBBQbJC5UoywPKwpcGTk0NnI1C3hm+ejLvvqPvE+0EG//2hZKvY/Z+z4fX3KzNuUa/9ylxvU+9GCtHpImeMr0Ckm3SzBZ2ieyROn+nVMRkqXVSKPWKX2VXq8xSQk9iGCuWBm59PbBhAECODC6g75vJp0WCvOaLpbcTLdReUu/X2aHv47HvEbGi4dMvxiagsg2j41fZzTcLtLv0e0U2W5ny5TTklLHAra2xG48yVswpLCEpc+S/d39FJ6JGcS+q0hGvtQXhmLgvo+mp2NBSKVVzKWRV21N5zyIItEmnUskEt+/qZ7Vp4ulJk3L0dOr2sqYJp4oXynATNTVwfPEdzFIRv79PbLt8JS5fkaocp7pazy20iWd9PaJpobZ1PJHbDycm2y0PQAAAIABJREFU9FzIqamO5yFqvlFdDbd/VeJ3RmYOFRiEEEIIIYQQQgipOPzFHgCZGQtlcknlBSGLT7Rf1tcePK6VF1ZDTYjaWSBWXkT7t6dqXv21axCN3BP/I1uiBWfP68xCODqaGoOzcyuiQ8cT1w4ePNBZlsZPxR4FWgUhz2eqKkx07XJPd7K9qiSv8sLMlMqMT06vEGZTyTIhfJN4ZjsvHEOklBc5VAWqTTGk8sIWK7wN6xBdlf5FMvNq+vcE9x+kxuDs2qY9BnSsuH1HZzMbPh3HCq2CULEixz1s+hzYTPm08kJhqi/M7y9/BznbvjJWkGWEt074huHhmFYRKDVTcONmYn7htIg2qhmpvPA2D2mVhMJf04+gQ6oW7ot7LLxwWXuNRNPT8s/4PndX9SCUvmW6leuJM7FfmKH0CEOp7mgU845c7eTDO3fFeNauQSbLODSamkKo5j9qWxBo5YXbI1qwupNTCB8IFWogzyd2lvONyUkqLxYRLmAsUcp5YYFlJ4TMLeqlwqmvhzskHcLlxCHztp3wv3xI75u5ctV6rEnC1dt8AVHSTyXrNib5avECANx1A+KHG7e0dNy6oFKgRHHiPXsAALWfP5h3Pxteh1x4yTGBMXG3bwYAhEfZgYBUNsoQ0Glo0Pepcv4Pv3UH3K8f1vtmv/TbYoVphmh76dexwijtUIsXgBErbt/VLwEziRWT375b/PCPMyhzaW8FUEQpGsTiC5D8DoRUKnrRYk0/vK0bAQCZ46cAAFPv2oXqZ17W+0ajccIBEIsM2WQuXAIuiJ8dZaqayejntFqUgHEvBlev65/Ddrn40bUVmcNizmGWg0SydCS4l1yASCHL5zJHXk+boUeRLlmFjGnR5CRUBIrkAkx06HhsvpqD4K2ie4r3lVfyj4fMOSwhIYQQQgghhBBCSNlDE09CyoDFVq3QmI/Y8LpX6JayZG4Y/sB+9Hz0+cI7WvA2D+H8+4QUd/V/mtk5ZgtjxdJGmeQFIyOLPBI73tAgwhah6lhoFYRbX5+7tGQRmPy23TMyVgUAuB6ufEiYpfb9xuLECmCRTDxzGbiSkslVqjpbvKFBuwloibi1tdokPHjwAK5slatMQQFYDcJng269e+duquTM62hPlpvMAtt3ycel/7h/xvOCaz+/H74MfSv+oLhzeK0tafNm497TKtk7dxNlfLn+PkqdW3ABg8wJC+XJQeYHvpQsbQo59LuPix72zriQUNomDk5VtbX+vNguA+ZYco0DEHX2/k1RtmKrH1UeHuHtO/rBbXYqcDzxIMw1oXJ2bBWfHxVeITm7DZAZwVixtNHyb4vnjMn0O8U7Z9U/vZz6zG1qsnYo8ppFjbzqTFRwLL2r0t4VpbDnMXHd88Naoq5euID4xSURj5QkPIqQeftOMY7nRAme2SmFzA2LsYBhdscqa/J0vDE7cyz0GMwSUhUv4Pup8lQ4DvzVorwDGektc+duatxeVxcieQ+qZ7FbWwtXvuBmrl23Ljhlv+j6Pd0IH0p/LlcUEERTU7p7iL+qB5A+FpmLl/U59PHS2yPKZLRHhifHH90dAQy/Hj12GdMAwGlq1MeLr+8UjKNLCiM2LgbsQkIIIYQQQgghhJCKgyaey4j5LFOg+oKQeUT1Hd+1Dd4VkWk0nfjNDKPus35XSMSjyUnduSRxPmXYKTsDmJ1Hom+RnQy+eSQ26TQyGbZMq6nUUOfU4zOytc7zR6FyPWqs5ncxszyq/7tSjDi+r028zGyByhhFQYDocGw2CuTpNkBIJSIzqs6Tm+FeFNlB0+jWzBjqWHHrNoCkqkkrL8xYoZReZqxQHZKeP6rjgZk91vHFiAFqW+bqNV3SgigUY8mh9PK6RWeAREnbwdfENgDelg3i59dPi/H4fqrDCaIIbqPIomJ6WisvFFRfVAZLQn0B5O14syDqCwCe7CziNDfqbUq94HWvQEbdb1GUUDAAwtRT7avP19wMyLGr/cN79/W96K/p19cIpfrK6+qKTT6lYWc0MYng9u3EeYKbt+GqcaquRVNTWpVpzh2UWWhw/YZWZWWuCbNQt6ZGx5OM7H7iNjUBU+PiWHNeIs8N10mrxVwvLicpwky87FliZVdUYBBCCCGEEEIIIaTsoQJjGbHUVBKLbWxJSNngyLXmI6eQyUxbPo8zjFp5MZX2s9BKDs/TWRSVTfV7urUSwjskFBuheWwQZ4tsGa7ggTiPW18Pp6cr+eHoqHV131Re6CHKbInb0gznUVYt7eo+4JHIkpiZZKdfZGjciclURgiulzfTRUhFcvQ0AounTSJW3BZ14FY/GVuskEov07vClbHCvLvN89m8MlTMcevrga725LhyKDBsZsI6VrS2wBlJxiR37Wo4oyLra8YZp3+l+HNsHCFjBVnuuFLJMPYICMQTX7UdDW7cTCiooik591D3t+vq+1apIFEVv1Yq3wunvj5uV6qe6Y6jlRNKfQVAe1NEU1NwlQeGUnM1N2qfCkddt6YmVmUC+ufo7j39eSDbv3pKGVrlA2FidgOnplr/nLlhqCmqq/T1lKmmim9ufb1WiZCFhyaeZF7hIsTSgMZ8xIbf0z03JlWOo6WquSTi2YZ680H4JhGHxnpr0fTJF+btOopykJc6O7amympmA2NF5WEr85hX8pjF+f19GPkWISNv+hv7PXrm90V3jaF/9eL8jA85SlZIySxKFxIyI9TCRcLM22LyqYy2U6aeJeBt2aDLvayfGx3QvM4OAPYSL7+vF1GzKG3Ldb6pp3cDAKq/ZHT0KdWw0ljc1CW0o2Nw5ALQ+V8V11j7mQdz9rw1zVSzsf5dzZJ8v2ebybu/pj+dMDJImMs7xpQhx++cJp6EEEIIIYQQQgipOKjAWAKwRSmZb5hVrQxu/sx+aw9vb+N6AEBw+g2xIVfct2Qlon3SpO/A0TkZo1tfn99Y0zKGBz+wFwDQ/FeFVROl9k4npcFYsQSx3FPnP7wPaz90IPcxeVo8AvYM4EKoqBJjkHJys2Ql0f61QJa11BbRpHQWpY1qa0vxf6dz1TpyBuex/ftVmMaWsybf2GwKC8NoU6kAJt+0JdVS2fF9eP1CjRHJ9qbR+ESqjbrX3Ax0dwJItnD31q8V2964YB1btoLRa25GIFViTrWMP9JYHBClbarcJFBtUtvaEIyIslqlMEAmE5uTy7brzqnzcGS5iPlvR7dynZqKW1DLEhO2aJ9bqMAghBBCCCGEEEJIxUEFRplC1QVZSJhVXbqc/h+7seH/fqnwjnOImaGZFQWyvPm49dP7AABdf5gni0zmHMaKpcvpP9qDDT91cEGvqdoZZi5cmt2JZhErbv7MfgCwqtPI/EIPjKWB39+njS2VQe/dH9uH9o/Hz9diFUvKa6r6qlA+ZM5fjK9jaZ3u+H5sFPytOwAAVSevxAqUGdz77hNbxCFHXrfvkEeVMv4dewAAdZ8tIlbueUz8KVs6k5lT6tyiIhYwaBRJyOyY95cSx9EPCiWbxBObEL18TO+r5ZSh2M/v7tIPuXxmRiaFzKXCN4uHo/u1w8V9AcfB9D8Tsuhs+aS+nnwQZi5fKe6cOaCcmSwFFmMBY/iD+9HzkfJ/+cwnCT/34X0YzFeysdAYMdn68QxM4rTc2pB1zyuWlxCvrQ0AtGw8HwmTOTIvzPcChltbq8sF1d99uK43MbdQJrWqRMBpatQLasUaF+pyh7Pn7aWW+2Wp5fNGqWWel2SvrQ3TW9eI8X3jSOpzd9smOBOT8TVTg0ufO3HPGp/7vaJLl4pLJRnTGt0+bGWZytBSzc2sHY1yMNflnm59PSA7m1gNiS0LIfn+/rMxy0nED7MsOyIJWEJCCCGEEEIIIYSQiqMiFBikPGEZzNKBsvDyxia7tGZ8gFRmxtu4HsGps8nzDQ4gc+5C6jrK0MrWBiyX+aaSfLpfL1LVYmPPY5RgLhEYK8oblW1VMnAAuWXORcQKb8O62PzX3L51IwAgOH4q9dl8xopo//Z0zCNlC0tIyhtvaBAAEF2+ppUQ7vbNAIDw6Am9n7+yB5EsMdHtTbduTN3/3vq1cCanxTmlUiG8dx/O5nVi23ERX6LpKa3AcLu7EI0KFVT4YDT+/PFNYturJ/X5lcrNbZStUwsoVhPtWmW8c/wqRIFUYUTiO7k1NUCVUOhEUvnirehEKM8fPnpExcU8QwUGIYQQQgghhBBCKg5/sQdAKpf5Vl/Q+4QsF5TywqmqhrNZZExCmYVMZSRVlkBmG7IzqgCs6gsgVl7Y6t/NjKpqb+Y0NSAjs6kzqZkP3vKkON9XXyn6GEWxvihAiaZchCxhlPLCqaqGu0HW7UvlhbNrW8IboJhYYVNfALHyomCsUK0LO9qAWcSK2ag3Sqm1H32faNnc+LeFWzYTstRRbU39Nf1Ak/SEkcqLqXftQvUzwvsrc31Y+3RplZdFfWX6dah5QjQ5iUiaaZoG4Op+jK5e194ZWtnVVIPwhVfFMYYRsPJIC+4/yPu9lIlncOT1lNdNND2V8hwLJyaALAVKxlCgaLVaFom2zWRBYQkJKXtYijL/UBa+RMhhvKdMysKHD2OZpDSzMk218r04+H29sfnpLHrae50dQJ14YdC94SenEI2Pp8ZjQy1MuM1NiCbFOJUhn9/fh0i+HKk+70BcYhM1NST6zAOA19palKEfKQ7GiiVCMbFCb0yb2+WNFWv64w5EM4gV6np+dxeihjqx7b6IFeG9+0UvbOhY0daK6JGILzpWDKzWsnTToE8ZPUcNdelymbY2xoo5hiUk5Y26h7S5OoBAxYYoSphcKsNOSDPL0LhXVElHNJ3RCwXK9NJtbtYdRdTCQRSEek7g1NXF8UjGBsfzdJmH19FuDDj3o0fNN8TgQvkVIjjV1cnv6Ln658zwDbFJLbQiGS90ssb3ED54qMcGAKiuKsr8kxQHS0gIIYQQQgghhBBScbCExAIz/uUF/y4qE3f75oRJVMpQrqNdZ9n9taLdmNlP3HrOAmUFNlOoguPcJo85lj7m0Xc9hcb/JaSR1rZdJaDMtLIVBAlyZDkT15b72JQO+TKbidazM1DmqeupjMZMUX93tr/DXK1qtbnp9fRnzKguffzeVUlTyiXIrZ/ah64/WsA2qgViRcLI11BeFINWX2RdJ9FqMh/yeqYp8UwIpdleaPzbePADogSk+a/sJSBmnMtuochYsfQwW50qdVG0YTWiQ7ERtZoXqBabbmuLfpaoDLtSCCTO7fv6uWaWPljJZZSbA7ehAcHj68V1DqRNad0ntsAdeZj/mqmD0koqIFYdBfLZbM4NCpVg6jnYwGrdetZE/f7CB6Kkw2yhrH4Obt2Ky9QM001ry2M59sj4DvrvpkDrZ6+5GaqqwPxeahxaVZaZ1ucp9Pdq/rtQpSiB/K65ykrIwsASElJW0NdicaAsvLzRUszGhkTphA2/pxtAvJBgTsLiEzrwNonJ01S3mPSZPhS2mnGvuVk/uDNv2ymu9eVDM/o+8YXsE65iGH+v9LX4HH0tFhLGivJG3btOY0NBeXN2xxLzZVDjOPDWDQAAJlcLKbd539sWjc1SjNn43CSYRayY/LbdAICaL740uzGQkmEJSXnj9/eJHzwX4S0RL9QLv7tuIFFmlZ1ISpSSSbyuLkxvEuesuiNLuFQXEON6ZjLCXBwxO6Bke1cAcRmImhOZnyW+lyoVG3tkXZhMndtcjHhKLEZ5r19AOC59OnIlf2YRl0gSlpAQQgghhBBCCCGk4mAJCbGyWEoIKi8ISeOtlKoKQ8Kp3bqznMAzske7Itj3WMq531/dh/CSyLp6J+PMab5SHVOtZ2Zgo/3bASDZCaVYZNYi1R2hCKi8ICSNq2KFcQ97WzYASGZCASBzLVlzFTy1Be43jiS2+WvXILwi9vPfuBBvt2RSFabiy1RezEWswN7HAdmdoFiovCDETlRTJf68cl0rLm1zC7epCdFostwkaqxPnc9prIc3Pi1+HolLLXQMOm2Ulyn1QhRpxUR4Kv7cGZDqEGMcytizUJpelYp5G9cD2QoMx0mVzjiep0uMnFeF6iSzfQjuKwXKjam8WDSowCCEEEIIIYQQQkjZQw8MkoImpssP1rUvHbJrN60eF8CC1GZe+aX96PvN52d+vQWqH738y/sBAP2//vy8XqdSsNU2Kxgrlg4pLxvXs99rM2mFWiLDH9iPno8+P/PrLVCsuPFvRKzo/j3GimLIvH0n/OdyeyHRA2Np4NbWwukXnjjKSNzZuTVhhqpQaomE8Xex1ylgtK7arE49sU6rt/KpvcRA0/HEH1gtjrlwyW4unCeeWFtN50D569S/IbzJgtNvFDxmSZLr2VEiV39xP3p/yx5bS51bcAGjjKGhJVko+FKytPEHBwAg7ioAw3HbMJ9SxlemU7jCra1NmHYC+V9k0ycQEwKvox2RfPCH6jq7t8EblY7kr5+2v8DIbbpnu+MgnBJSVF1qUlWtJaTmw1QZe7lNTQju3RNjVyZeNVWFuyKQomGsWNo4O7YCAKLD8YuJun/MhVCbgZ7Ca21JdBMoGRkr/IF+RLfFxF+90Dhb1sO5LAyIC3UFUWN0qnyEo2OJ7+A2NCCS8cMWA72uzrizjYxDzu7HEL1UXBcJUhxcwChz1HPXr4JTLcpJzHveX9kDQHQMUnHC6+qMt8l5htvcCAAIRu6nXnS9zg5tKKwWVd2V3chcNBYkso4xDYVVpxO4DqCe/0Eo9mtu1KUf4a07+jsEI/f1eVWnkWg0bdipxuW1tQGROKetU4pTU41w7JH8rk3y3OGsOymVE7bnwEJCE09CCCGEEEIIIYRUHDTxLGOWgvKCKhFCFh9TeaHwOkXLQzNDYFNeKLLVFwB0W7WcGLJCp0o8Tsy+6Xospy8hs3lA7AdYpeO3PidMvrr+L2HYZdMG5mplpjIGZsY2p9yUkOWCRelkKi8U028W5ppmKUCu9oQAZqS+cJuatCTbV0ajlrjlTmYwsXsdAKDqn162nuvWT+0DAHT90YGc18s1fhUDbfJ3qi/IskPGhigI4DWLOYN57wR342eqes5Gbc1iw/Vh/UzO197d/CySyonIc/OWJDgbBxEdkwaaLULdEV64rFUCSt3ptzYjbJSlcufiko+4fC7A2DahIqn5R2nm6zhwGxuTY7x3zzovUYpOt7ExXVIyPa2Vng93iT8bv362YKv7OWEeyv7yKi8cJ3Utt74+ZynQQkAFBiGEEEIIIYQQQsoeKjDIrFgs5QWNRgmJsbU/NTMnirweGJbVdLe5Kf8Ku5FBiabF6r3XvQLRw1Hx8YT0vdi0Bv49cZ4AsGYPut57OjFGx/MQTYnsjsoMODU1ugbWzBZoD4zWFp398LtXiP0a6+mBQZYnluyc+/gmAED4atwesOp/C+WBuXc+sz2vra2gP0U2ZvYyc114XPiDA4hkrbr+3PdQe/AMABkrLCjlhfbAqK6OPTBkRthtaorjhxHvdA1+dxcyl6RKS3lg7NhqVagQUrEoD4wqH+GDtGml19YKAMgM39B+F7o9KlCcB0ZHu/aacDyRN3cyQWykCaSOic4Yz+yH4t52O9r189+rq5PHhXBHpXq0qUnPBYL78RgbjgkVatTRnvjO4txyjK2tdg+MVvH9nZpqvc1tbNA/KyVXnfxzwZqqzofhcj5Vh2XbYqovAC5glA0sxSgN/p7IcsRf2YOp9SsBAO7XD+vt5sKFeoA7G4XzdmS8qFhLSORDy3wY2RZEEoeoiUx1lZabBv+HkKHjq6/oRQjNi68hMB+A8ueEu7iSssoxRgD8XuGKrsz2cpXAKGPP8N59fZ7M8I14hwXqYEBIueD3rsLUWrGI537jiN5uLlyo+9iT3QfMkg7r5FTGCnPxwhsaFNtk54LUIeoFp64WwQPxUhHt3Sau9/xRvaAQheK+DY6fsn8fSycCLXUfG0vFrHB01D7pVsaewzdTn0eHjy+6kR0hC4kyzfa6OhHVyee2vJf9lT2J56jbIs0ra+V+jpMqIXF8X60DwJMLBqFMaACAqwxAL1yKtyXKy0S5R9RYH3dDaRCLqcGlK7pDiLpINHJfmHsiuUiaMDaX97weY1U1vBWdid9DNDkZJ2HkuIM7d+M44Dr6/Po6rlcw/i0p5rEL1XzAEhJCCCGEEEIIIYSUPVRglAlUFJD5hmU3S5/M9WF4su1grrVynTE4VWTZhGXVPZfyQh8isy53fngn2v9UyLn9bx7T48pnFpq4jpFNtfVe120OC6HUGzmypt5GkSUJz15MjL/imKNe7Zd+dT9W/6q9VztZGmSuXoN7/UbefdR9kLlQZKtkm8ldgcyjusbktz4G/8vCJNQ58Kr+3GYebKOQKW8qZuXKJsr7I5q03ydeZ4c433D+3x2RPNcHvJ2GyUsVbWp7bRi+VGIld4jvI1UG4qvyDcs9Zj6DbWaWgaXtaOKZf0OYgEdrt8E5Izcq1VQmky5dcz1tIJ4Yh1EOE3bL0hF57Wh6Cplr15NjMBRnZvltyrgzcVCA6W5haPrwqb0AgJa/eCH3/ksYs63tbLj0H/dj9X+am7kFFRiEEEIIIYQQQggpe5xoBjUvzU579JTz9nkYDqlU6PFR3rwYPYcH0V2n8J6lwVixMJg1mza02V2f8M8ITp1Nn6Ory9oCNZ/xpw2/rxeZa1lZFkMV4K/pRyizLLbsq7d5SFz34aO41aGsvXcbG7WZlsoGAXGdfRQE8AZXi8/fuCDO1962MG3NlgmMFUsbr6sLgL3dsYnN7FPh9/dZFRGl+kd4Q4MIz19KbCvFe8J9You47thESgnitbXBkbX6Zitp7c8TBPB6RTzMXBQKFK97BYIbN4u+PinMs9GnD0VRtGuuz8t4MTfodqOTk1pRoeYL4dgY/B7R8jh6NK5VCspzyvE8YawJwHFFPjwae6S9bhR+T7c2CFXG3m51FRylunzwIKexOACE4+P6PJE8HtIMNBqf0DHDa2uFeqdV97Hb0KC9cpS/BqII4dgj+bm4RpTJAJ6XOBaI51ZwnFR8c3yfSq05pNS5xZJbwOCLMCFzz0K+lBR6IVYSXvMFNR+O71snvdF+YSrpPH8UnuxIYZucRvvkfgeOpj7ze7pLf0AZ/bK9LRvEdV8/bR13uGcrAKDq2khsaqUMJ6NwyZkqkcpnMRYwJt+9GzVfeGmuLznnjPzoPgBA2ycOLPJISCVg6wxVLJd/ZT/6f23xy8DmdQHDfQe8pib9wqxMn6OxsUQniewFfNwZKWp+Yf7+TVNIvWBuSOr9Nf3i84txOZZeHLAs1KvzqXPasBnXKmyLheb19DxragpwxMv+xLfvBADU/sNB6/XI0sbbssE61yyGse95Ck1fFGXA2hx5Bri1tQXLAnO9A5Q6t2AJCSGEEEIIIYQQQsqeJafAIEsbGkmWJ5SFL20SLcMsqGyNOyhaDQan30jt43V22LNS+XqD5xhLcElkjFRrRFNN4nV1IZIr9DaDLG+9aP/qjI0npN+AyKQ5SuZpyFTV94PjwuuUrdtkH3i3u6ugKSkpHsaKpU2xbf+8rRvFfpa2pn7vquINdgtcIzwtzYZVW8QSSkiUws0Zn0zd415rSywJN0rIzBbPblOj+FzGPW9osDLaIZYRLCEpb7SaJDOtn9GmwkSpWoKbt/U9qhQdURDoEgvHF/daeP9BSjXk93Qjc/N2YpvX0hy3P30wajWIVOPQx6zo1HOHBLKkBTU1upRFzR2cmhqd6TdLSKJHoiwFygDUcfKXkLieHq+j5kSeNydxkAiowCCEEEIIIYQQQkjFwTaqZcByUiUsl+9JyFyisobumj6E50WNrZmxMJUX/lqhstCeGoizmkp5YbbE0u1LjZrhhHeHUk60tekWZrYaYKWCyJy7oD1HtImeURdsmgfaaiGDszIj63rpbLHrCrOxLJRvSvhwNKXaCKm+IMsIdU95vStjJZTZ2tBQGKTq9g3/HqW8MDOYyksgMLKp3oZ1Ypuh6krECpuxp/T5CY6firOidaJ+P6eKzBJzdL2366XHEUYIx9O13F5Xp/j4/oOU4ozqC7LccNtbAQBOdTUwLdqVqvvCra/XaoQok4Hf1yt+HjNajqrnubynvfZWQPmGGJ4kysjb5uvhr+zRz21lGmrOR5xGaSo6cg9OvWjhquJKMHIP0bSMLWF8jIor0dgjBDJ+BbIFvVNbA7dZzHuUgsJrawOUGajpw6YVqCGCm1LJZShV8vmckPmFJSSExqiEsvAKwXzZmNkJ8peL/M1lYQr3z/v3z/waZEnDWFEZeK0tCaPDUrEtKJh89IKIFR8YYKxYzrCEZOmhOoEFJ87obRPv2YPazyfNP3MZqNtig2mqHu8YzzecL8vFkbdd1R+rBRPdjWwGmF1IrOSZ84z86D4aMi8gLCEhhBBCCCGEEEJIxcESErLoyovlVEJDyEzQ/dANcyxrlmNyMm7DKiWbZpZEyS69rs5UqYXf34fM1evyREF8HWWQ6XlW5UV2GYhTU6ONNt0VQq5tlrOYMnWF19ysTTmVTN1tbUHm+o3Ed/EHBxC0ic+jQ8cTYweAYPjmjMwACakUbJJma/nFvfupWAHXS/4MwF/ZnTKq8wdWI3PJkhWV2UynutqqvMgbK3pE2VmuEhJFIlbIuOi2tyFzbTjxXbyhQYStMla89Fpi7AAQXB1GpMz/wjjeEbKc0CUbD0f1/MK5F5trq3us/msn4EhDS2WK63a0I3o4Ko6R8wSnqVHHC1We6tTWwjkn7s9QPt/DsTF4raJ8BdVVCJTywlREqPtTbvNaW2MjzaoqAEDmxk09n3CbmhCq8hY5D3BbW7QCw2trE595LhDIecKUiIlOXW3KxLPtEwfgdXWJYzIZPZ5Amo+79fWzajlKZgcXMEjRzFepCRcvCMmPnlhUVetJd0K6bbyIOPIBj6q0v4Q6NjN8I3WNaGpKT+TNlyC9EBDay0p0fbw8Bp4HZ7WofcXoeDzuzLQ8IH0es6OIOl/DBJJEAAAgAElEQVQ0NgZ/jayXVT4W0xm458TkKPHKIR3Q3cHVCE6dTZzb9PsgpNJRCxfmPVcwVrgWnwr5ApC5dj19kYnJeIHUXJSQ97Z6KchGL1zIBRXH9+EMiHscY+Px+PIsKCRihbxONPYI/mopN5eLpc50Bu458VJkni2qUh2ZLLEihySekEpFdeNw6mrhKR8aY36gvSYePNAdOZTHVXT/gfakUgsdkAsayYuEyAwLrwy1IOBMTiKQncK8lma9q2t0CQpuCa8db4WxiKA8dZQ3V3ubnpuEo/FigjpneOduPDa1IOI62ktDefV4tTXaAyO1sAvAqalGMHJP/Fwt41eVb92XLAwsISGEEEIIIYQQQkjZQwVGmVHOhprlOCZClgMq42H2Jw/fJO5H9xtHEqv/OoOoHLW3btQdBVSG1O9dFWdWVdeBGzeBPY+Jcx+MJdcKp8pHNJnOMgRvfVL88JVX4o2G+VcxOLu2IXr5WGL8wb37QJbJoOlcntiep9MI1RdkOWGLFQkDPVusUMfaYsWa/kQXIUBkaJ0dW8Vuh48jG6e62momrGKFJ2NFND0FqOsVy97HgRdeTYw/GBkBZCZVj9EsWzPHkKfTCNUXZNmxQnbwung17ky2fbPYdvSEVjz5Pd3x/SZji7d1o75/VSmFPzgAr1eUpeC2UCyEIyNwn9gifj4mOgdFmUysxGpsgN8qFBPB5av6c/fxTWLbqyfj8cpyErexUZzvYVzuYqIMir3NQwkzUnGwB0TJeBE+GBWKCkAr05xtmxCdviDOZ+kyEszGMJ3MGiowCCGEEEIIIYQQUvZQgbGI2NQWVDkQQrIJV4uMhmsYbbnfPGrd19uwDgAQnH4DABA5lq5UjhPXcW4W+4dHXgek8sJqELpjo858mqai/jekcsI2mCLrQ92zl1FqBWm2ISAhBAjW9gBIxgrnwKvWfb2hQXGMVCVYY4XrxpnSjWL/8NhJrbxQNfKmeiF8chOcAyI+mX46/vPimNnECu/UDGKFGc8KtIomZDnirejUptnO8B0A4t5VnjqZ4RvaABe3xefIWO7EIEDkiXveaRUmnhgZgXNRKD61EeiNm/H8osrX5r3qGpkLl+COCD+N0Di98sjQ5uK5vk+zUHQ4j9LKCcCi4HAdIJTGnwP9AIDo/FVAmoViapo+F2UGFzAWkXJbrCjn8hVCljPKRd8bWI1gpXDSVi8IXlubNqICgODsBfG5fMCHxwz5pSTRV11KOk28vpViP7M044X4JchZKx7w7vnL8YKKdBxPSDoLPPAffddTAID6v3vR+rnt5UihJjLFyDi91haxb1ZJCiEVh1pkHBxAuKI5sc1rbUncA+F5WWYhFw+sscKMASfPpj5318quHkZphopNAOAMis/di1e1zNw1OhHEg8kfK8bfuwcAUPe5g9bP88UKp1Yudk5PFVy4UJ0KgqySFEIqkfCyMMX2VvXAkwuUuuRiz2M6qQEA0bhYDPBXikXSjEySmGQuXUmUqgLinlT3k792TXoMt+7E16gXix/elg3IvC7mJv4aMd/IXLwMuK4cizT9NRddjXs7kkbiwbGT6WRHGGgTT8j5SjSdQaQ6GFWLRYvw4cN48TZHCa2za5s4XpbAkoWDJSSEEEIIIYQQQggpe5xoBjK6Zqc9esp5+zwMZ3Gg8oAsd16MnsOD6K5FPzw7CsUKU148n5Sagc+VzbvyS/sBAH2/+XzOY+/8xD50fOxAarvfJ9v8KfWD0S7Q1r7P6+xAcPsOCCknFitWLDWm37ETAFD17KFFHgkhmHG7x82HfJzYOXNz02ejTx+KomjXjE+Qg2anPXrKeycQhXA8L/FZlMnoEoLg4UOdmS+17NAsoUhsN0wund3C+FqpJMWFRHj0Ng+JMZw4k1L+ZJ/bZr6bjWl2bZ5bq4ZUW9KuDkTd7Xos4dET+poA4HZ15jTEJsSk5FJdw2Q5F36/aJ2d/W+w1LkFFRiEEEIIIYQQQggpexbMA6OcVQ7lOCZCKgbHgdfUJDIhABzZTis6fDyRgVArvcFukd3wXny9qBaYXkc7gjt3xc/r14pznD2fWDlWygubOaVpSKlQaoho33a4Lx3X22zKC6+rS1zz1i0ASKgvzFpvpbzQ45qain+eNjJcMlNG9QUh+bn8K0IR1f9ruRVRc0m0T7YjPZA20L36i/vR+1vxOKi8IGXFDA0IZ6O+mFccB47nwamq0c9Pr0MoETLDNxCqjHEUaUWEMyTmB5HF68V6iYZ6QM5REvOJRmkkCcC9J3xcAtMcVqotpjvE89+aKd40CLwqWwiHAYJblud9lmrGPX9NG9iGtdV6t+CeaFfq1klfh6lpZJqF2qLqjuEzo/wjRo1tpHJwnJmbE+c4tmST9ALqCyCtvJgpLCEhFUk5L5iVI5SFk2WF4wCOmMwN/xthJNrz0fjl09u4HsGppGGh19yM4MGDxDa3tlYbBKpFMn9lDzLXh/NefvLduwEANV94KTkmYO67IxilSgnU9eTvAWEQy67N75k1iWasIMsNtRA9/GNiAWvF7+dfMPM2DyFQhqfK0LCvF5mr1xL7+X296cl81ovExHuEeWnt5w/qz1XJhM2wdD7IZ5BqYksGzGsJCeMFKTP8gdXa7BSt8nlqmJ3a7nm/vw+hnD8oE3S/rxdhh+ykclHGje4uPS9RJUcYn0g8r91tm8R55CKd29QEp0YsdtmSYsXe2+pc5hi9Dev0dzM/UyVNTrPo9BJcvQ5PGb8a393vEd31MsOi+w1LSAghhBBCCCGEEFJxUIFBKppnrh2hCqMImFUly51rP78fq343zqwWatuYC9OQ1R8cAADd4z6bQp/nxaKs8DauRyTb4plZ0LmEsYIsd679u/1Y9dtxrHj4fXsBAE2ffKG0Exlqi0LtW70tG8Tnr6fbXhe8jMUk2l+7BuFtUXqZaH09x1CBQZYTtntt6undqP5SrLYsdW6hYgN6OnWL22i/LGd8/qh136knRLmU95VXrOd0ZSl3eOT19PU2D8WtdCXT79yF2itC6TGTGKQxYl62YosKDEIIIYQQQgghhFQcC2biSchiMFP1BT00CKlc/J5uXXfpy9pMU32BPY8VnR25/4Mi+9rylyL7GoWxqjFz/qL1GNXObkbKC4XF1yLbtwMQmRZblkVhtvc12wMSQoRJdCjbU974SZE5NdUXQFp54dTUIJqSRtFK5ex6iPaJlpvON8X8wu9eoeNQND5uvb6zYysAIDgszKRtGd5C2Pa3xSa/d1XKpwOIDSwRBDnPRwgBol1b4J26LP6nU6ghap49DDUr8NavTc0tvLY2HS/CMWGw6jU3Y3KXaJWLr8p40daij6m6JpRamWwl5ooOcbxUXnjNzdrQ1jTk1HMCi/dWtvoCAKr+6WUEbrJdcfCWJ+F99ZXUebxWMc5ooFdfy9u4XhxjmaPMFJaQELIEmO8FFcrCyXIn26TT6xQTgWK7wahFCWwYQPiqMNDK2UNdTgSm37EDgJgclEous9ArvyQ6c9g65syEbJMvxgqy3HGbmhJlFyXHCmkK6jQ2ILhxU25MmuVq5IvB5NOiCqPmiy+hVPz+Pqvz//nf3AcAWPtLB1KfzQRbly+WkJBlhVkiIecE4RMbEt05Mm/bCQDwvyw6VTlV1fE9I+OAW12lu/R5m8VCRthYi+il18TnOZIN3tAgAGBibTuAmc0tnN2P6evo83avQGZwpfjc0oUr7/nM72ee0+gaCLCEhBBCCCGEEEIIIRUIFRiEVBAzVWowq0qWG37vKgCwSqbd2lqd/TCZfofInFQ9e2hOx5Jt8pWNs2sbACB6+VhyuyXjWfQ13yWSotXPGBmaXFlgidfZgQMjn8H96VuMFWTZ4G1YByDZDrEQqfanc0Tw1ifhffWw+B/L/N3ZKUpOokPHsz6YeZvmse8WraYbPvNi0ceo2PS/pv6KCgyyrFDlErgnTS9v3NQtyp3mJmSuXAUQl69G4+NAd5fYV5ZYuA0Nul1yQhma1ercLIcF0nMCf3AAeCTK08z99PlymAP7a9cAAMLr4hhzPuR1ybHeuqXbuUayzC6cmNAqEOfhmL6u398nfr58RZeYqNbzgFBjHLj057g/MVz03IILGIRksRw7l3ABg5D8eN0rYrm3xB8c0D4WeSf5hqxU/z+Q3FZg8aDgOdU4LZMD/VnW5CfBnseAg6+lNt/7ESEzb/1zITNnrCAkP15nR1xOIu91f00/MhcuASjQtSTHfZ1gjmKF29QkTmPpQpIvVkT7t6e6HwDA/R+SfkB/EX8vlpCQ5YZaRHAb6gCIZ7FarLCVfXpDgwjOnBM/y7IKVPnai0ItSnrX7qSO93tXAWGoz+0PrAYARA9HxbXv3E0sHhSDv6YfmYuX0+OUpSzBSeljYcSUvF2ScswtlL9PJP19WEJCCCGEEEIIIYSQioNdSAjJYjmoL9hlhZDSiEbH0tvux9nJ8U6RD2iwHlyE0rHYbKrE8auspSNOW6v4waLACMfTZTEK7+4obCMIOUsgpCSiR3FHESUDj+7HKofxLhErmqwHL1yscFuEysKmwMgXK/w7Y/ZY4c25MIuQJUeUmRY/hLXxtonJHHsDThDG+9UK429n0rhflWLTS3YBAYRBuNNQnz5nbXxtTE8XM+zUGFLb1fVtMWo6d2ciJ4xQeq1HYajAIIQQQgghhBBCSNmzLD0wlqPHASH5mLe6drc92uu/C05dHcKxRwAAb0i2TsruB63aR22TLaNkK8pCmCZGqj1dODaWMBrK2c5SHg/YDY7cxzcVHEc+I0V/Tb84t1FPqMaCMILbInNwmYz2LHDrxWp6OD4+I8M1QuaTcvLAGPlR4c/R9om5aQNZiOEPiha1PR9Jt6i9+2P70P7xhRkHIUuFefPAcDuivVVPw/FcRDKD7bYL9Vlw42bcwnJiQmewvU3CXFF5CxTC62hHcOcugORzPvoW8f7gfPNI7AtgOWf4JrGf+82jqWe5t3UjghNyDhQG9nlElteJOdcx/QNUq2unWpzDqavF9GbhhVB195H2JVBzC6euVn8vQsqFUucWy3IBg5C5olJKMcrppYSQcufaL4gX2VW/Y7zIFnD5P/v/7QAArP/hw/M6thnjekVJ0xkrCCmefIteubj0qccAAKu/N218t9SgiSch+RNdZtczZZrd/vfHdGmXPzgAANowPHmwhzvvFx2POv74QGI7APFMz1oIy7x9J/zncndS89avRXD2fHp7ZwcAxAbFxX62dSOC46dS2/2+XgDA6I5e1P7DQZp4EkIIIYQQQgghpPKgAoOQIqkUtYUNZlUJseNt3QgA1gxCLsa/Q2RE6j57sOTrXfpVkbFd/avFZ2zd7ZsBAOHRE9bP87ZPLRHGCkLsuE9sAQCER14v+pj7Pyhbj/6lpaVqAc5+VBy7/gOlH5sLr6MdAOasxIAKDELs6BKjbxzJq9AwmXz3bgBAzRdeKu4iRgvl83+9HQCw9vvjFshmqbWJar06+sQqAEDtP8RzGbMlbHbMc3wfUSCVnCWsL3htbThw/+9xP3OLCgxCCCGEEEIIIYRUDlRgkCVFJasgFpPFyKp6XV2pVV8AqXq9RcX14Lji1xJlcreJWmxM89J8KLOvYr+Lt2EdgtNvlDYYY8Xfiuth6p8JP4jqZ162Hw/M3MBUHn/rJ0V2csXHX7Gaty4WZr3rTPAHhDlb5sKluRpSSZSTAmP0feLvuPFv5y4DnY98SpcH378XzX+9MOMoR0yDwaXGXKsOcpEwlixHCvjgODulceSh40Wfct4VGMbzRhtgP3pkPcbMHBeD4/vxs9KYl6ja/cyVq/lNvPPEar+vF5lrw/qc9gHkfhZ6bW0AgGBkxLq/MhAPb9ya3fPG+K7Wccnfi1Ml5xaWZ61TVZ36/XhbNiA4KecWRc71vOZmhPL80ZQ4n9/TrX8O7o7ArasTp7T8G1B/V3AdfYz63To1NYhUK1BzPMpcvrZGGKsDwFPCo8a/fBuZq9eKGvtCkHNOXQRuQwOiTQMASru/5xKaeBJSwczXAk45vZQQsljc+QlhoNXxsdgMq9RFHyD9ouJ1dljNrfIdM1tM80Bvo3Dfj66JF0xlDpYcAE08CSmWmz8j7q8Vf2CUes1g8T37BbiYl5D5jBXKMDC6LRZzrGVnRcYKgCUkZPlhWxA1y0X0fhvWiR/uP0RwS84PLB1nzLhidp8BchtkJsYzNAgAcOQCjbmgVmzpSoI9YgEHB1/Ti/pORnQCCo6fSi28eUODCM6cS51GX3vHRuDgazTxJIQQQgghhBBCSOXhL/YACJlLKr3EpFK/FyELjTLPa/20aGsaTU6i40+kUZWRYVTKC6+rC+hsBQAEJ86I3RoarGU72ZlRpeLIhdfRDqepURxrkxv3dANASRL9lb8vynMiIC4DcuKcRcqctBxKtggpQ+78uFRm/amMD2GA7v8hfk5omOU95HWvAJpEWZ9qR+g1N1vVDNmZT6e2Ju9Y3IYGOH0rxf+cOpv63FpaUAAzVmTOXxTj8Lz4nJuHxDll3GOsICQPK0RLUV+Ws2SuXEX1FaHGiEw15oiIB05jPfzVslRHPf9rqmPlhcJx4JwVn+u4M51UhmarP/yVPYikIsJWyuT19lg/y1eO5V8XsSUDwL0hVSZVVfHnq4UBaCAVn9G1G1YjcadaHBMdfA1eczOc0dI0FVRgEEIIIYQQQgghpOyhAoNUFOWmUKh0RQghS5XauzKLGMTZRLdBZh1MjwhVz9nSCAzfTpzDaWwAChinAkCwshPIo54I7z9AuEGYrjmWLEn4cLTgNbJx60SdfDA9pbOpTo3I7oZjY8DV4ozsCFnuNF6TWc4o1NtUhtKmqnAa6hHeyIoV9XVAEW2MMyvbgMtXcn4ePnqEsKdJjMFS+p7LwDIfboPIFAf3jFghs8fRw4eIrjBWEFI0odRHGHOLqEb6PdyKvbAcT2gIIs+FM5HlQeG6WumkvSIyoVYtaPwslUaY9LWMpqcBL49WIWNXU2mTUxtVxtKBVF5ENca4pqbltcU53NYWhBZFmGOcJ5ycRBSW5slJE09CFplnrh1Z9AUOGvMRElNKpxCvtQUAENy7X9z+RZhu5WL4Z/dj1R+LHu6FOs4Uy/h79wAA6j53MNFlI5d5KWMFIUVgMfQc+VFRitL2iQO2I4piRp2hiiTRdcNAdbk6/Z+Fed/6DxTRbUd+/2eDT9LEk6SwdSapBLyhQYTnRRLCqRYLD+aiYi5DS7dJLEqayZPpd+wEAFQ9e6i4a1vMwr3uFQhu3Mx5jFoccetqge5OAEBw5lxRne2cnVtTHUu8zg4gEAu9U0+sFdu+8krCfDTzNvG9/C8fShx3YOQzuD99iyaehBBCCCGEEEIIqRxYQkLIIrPY6otnrh3BnneVLjslpFLJpb6wtS8sVnmh97eoL7y2tryme0rl0fPfnkdobB99nzAibfzbIjKiBu62TYhOiSxQ3ecO6u3h0RP6Z2fbBgBAdOR1ve3Ov9yHzGdLuxYhyxF/pTTevXpNb5uN8kKTTw4OwNsi7tvg9dOJ7Xd/TKg/2j+eewy5WkU7shytKOWFZOSHhbILn/hk0ceQ5UMlqi8AoV7wuleIn29a2iHfvad/9FdKA83rw3Ck+gGGAqPquVdSh6cUn46j25XaWrU79XV5x+sODYhjT5xJlLhFm4V6wpHnNpUWqhQ1OnQ8ZRocrl0F75YYW/URYWAcAHCv3dI/B3UihpkLEFFfNzCaVR5TACowCCGEEEIIIYQQUvbQA4MQyXI23GRdOyHFc/UX9wMAen/r+aKPufYL4phVv1PcMZm374T/XHG1rwsJYwUhxTP8AXHf93y0+FhRanyZfPdu1HzhpdIHtwA8G32aHhiEFMnwz8p48d/ie9/r6gIABLcsig4Awx+Ux3zEiBcWDx7F2Y/sxfoP5lZTuY9vQvjqyfR2i09HMeRSmCojZAytQXj0RMlzCy5gEFJmLMZCCl9KCLHjPr4JABC+ejJ2Ay8gf83uxV4QQwZqPd/QoDhflvnX7Z8UsvDub4jr5DIH9TpFX/qExFR1VylhDuA+sQUvnPwY7j+6xlhBSBZj3/0UAKDhMy/qyXmhriC57u2cuJ71pUSz93Hx5wuvJjZPvUusIVQ/83L6GCMWeJuHxHhOnEleE8h/3Sz83lUAgC9d+T0uYJBlhfX5b7uHjHvVXyO6kGUuXs577mj/dgCA8/zR+Lx57kvTxNPvkWVtRke0XCVnynRzslvEseovxQukfl+vOM+Vq4n5EQD4a/oRTUyKc+YwD/UHVovjjY5r3uYhHDj3cdwfv04TT0IIIYQQQgghhFQOVGDMA8u5FIEsTRZSgVEoi+339wEAMpevFHeRHNnr4C1PAgC8r76SNxs2/U6RHKr6p3Rmyh8cQObcheLGYcFcqbahsmJ1B04jMAyUCClXykmtVWoL29mSzzTV62gvXnFDliczUDJkM9P2k8Wqx7J58AN70fxX4t/7xHuEMWft5w/mOwQAtJHhM8N/MH8KDO+dcFwHUSB+n15LMwAZDyy/a3/tGgBA5vzFoq7hNjTEbSSN80X7ZBb8wFH4gwPinJZ5QipbbuANDSI4e17uGNn/bWSp5Mw2mTaljGp97dTUINi+HgBQNXxfj039G3Cqq+asDTcpH7zm5hnPI92mJjjSpDxXqUox+L2rEsbF1msZ7dpNWEJCSAk8c+0IF5pQXi8lhCwIlhKKfDWe0+/clVrkmnp6t5ZW5ntB8Nf0J6WhlmtbpdtzjPvEFgBAaHQW0WPs77MuGmaXnzBWkGVHibEieMuT8L6a7CBgxg/t4j85mTrWH1idkFbbyCX7nkucXdsAANHLx1Kf5RqjrVafHhhkuaHKpyAX1jLDN1KlFgD0opW7ZQjRGbGYpWKC6UOhysxw4zYCFW9kLHK3bUJ4LD5nKgHoOHC3bhTXPpb2tVCLXrk6EJmojiOqs0nm6jWdHFRdS6JDx1Pxzdm5NdHFRJ8va85T6tyCJSSEEEIIIYQQQggpe6jAIGSOWYolRMyqkuVOtvRx+h07AQBVz5bWCcTx/TibUUAyfvNnhHv4ij8ovkOBInjrk/C+ktUn3nHgPiazLRYX8bmAsYIsd0xjPCBZrlgSZvljAVPd2cSKyW/bjZovpruUKKO+6HA6OzpXUIFBljvht+6A+/XD+v/H3ytKseo+ly7Fsik5laoiaqrXqitPqiqyjbuVgeijvesAADX/aO9O5K0XigldxpRnvIBQekR1VWIcL71mPWepzFbdSQUGIYQQQgghhBBCyh4qMAipEGbj51GJWVWzDi+fiWcpNYBFXdc0WSuQVVNjRBDM2fUJKcTp/3c3NvykPTOjuPt+0aK1/U8PxBsdBy+Gz1ZcrCBkrpmpaWYh/J7uRBvE1HVz+Gtc/g9CwdH/n0tXcMzku1z4dRE/zv6Hn1scBYbl2TtXz3qz5aWtNaXeL48hebYZazG/Y6+rS/uLJFp1Zn1Xx/fh9Qkfhmh0LNk+G+LfiM1/hcwReeZ9bm0twomJ1HavWRrQzrGZeyFzaeVrET56lPg34W0QCg5nXGwr1lQ/8/adqD6Y9OYJHz5MfL+H/1yYYTf9TWyG7a1fiwOX/hz3J4Zp4klyQ+NKkk0lLmAsJ6wLNHPgeH/5l/ej/9dLnPBa+pI7u7ZhukVMrP3n7CUZczLhNyTZynE+vHHLunBFZgZjBbGRKJ2qIM59eB8GP3Sg8I5FMF+LGnPFG7+7F+t+Pt1hZzawhGRpo15kg9Nv6G0JA1tlRFktygtsL+duU1PK7DZ80xNwn5elCAXmKK7sjuG2tgByESq4IRZygqe2oOqmOHdw5hzcOmEwaT7zdXcW+SeqqrTBptrPa2tDOCo6s5j3p9vQIP5sb9Pd5KbfLkrGaq8+SJtu5+iKtxDkWhwplnxlJVbm+LuyhIQQQgghhBBCCCEVh7/YAyALD9UXSx+qaIiJVWEwC+WFYs3vvoKw5MGkrxu9fKzgw2ZOspJGNiBz/mLO3by2NgQjIzk/d+vri1ZtPPw+KYf8ZHGZy2zpcKmojFA4Nlbc9XZszWvSd/8Hxfhb/vKFnMZghBSiEtUXADD0Jzcw+0gqOPNbInO7/t/OQuUwjxnevq/k/6b5WquSysRUXigSagr5vA8ncv/bsbUarj57HZki5yhKVRAOW9Qd3zyK0JNq0yiyPrdVbNIxyqJSyDUfUM9Z83lb8w3xPA1s53nLDnhfOwoA8NpbxTajhMcbGkRw5lzqOJs6K2X2aahbbW2cndoarUpQvzOb+sWGW1sbl74UycR7dqP2H9JGpEoRPP2UaB3rfeWVRAv3RPmTPshDqYGWCgxCCCGEEEIIIYSUPfTAIGQBKPfWqqxrJ8ROyXWhAMa+5ykAQMOnXyz5eqf/VJSLb3j/yyUfmwuvewUAJFo/zhTGCkLszCRWjH6viBWNn5pBrPhjGSt+fO5iRT5TyplADwyy7CjSQNZsv1ysP874d0hVxmfTyodC3PycUESseG/cYj27laneLlUSmQ3CsNY5cDT+zIxzex8XG194NT64gHm9Dbe2Fi9MfAH3wztFzy1YQkKWFYu1kFCuCxeEEMHwB/aj56OxYemMFyFcTx+Tz4UeEHJSAAlJaWLhIt9EwGKW6m3ZgOjcJQBJM7W5WLgghAiGP7gfPR+JY8X9H5JlWH9RYmmI4+iFi0JdCGzlXcUuXNjK1vzBAYTSCNGUx8/VwgUhyxLLc3nq6d2o/lLc9cu2CJG3+0xri/ihu0sfE+3bDiC5sGDuO/nkegCA/+XYNN1cuFDlYIGlHMzbsgHB66fl+UWZx/Q7d6H2iohN6jMAyYUL/WXyLFyYZTCG+Xw4MYFSBRUsISGEEEIIIYQQQkjZwxISsuCUeznFcoSy8DJHZuK9lmaE4yKznquPu1rVVljNKE0jOHlut7FRmz15XV0AoHvOA4XbJKoMYvjoEdx1A+KYR2KsmavX7aaitjxBgfwAACAASURBVFavajw1NcAGcZ7wVZE58LpXIBpNm2r5a/rl+dy0eecitjWrRBgriI0zf/Ykhv7FK4s9jBlx+Zf3A0DpLaNJQVhCskQwDRyN56W7TZQdhMeMsoO2NgDS+FK1Ua0VbdJt8w2voz02bJTX8df0I7hyTVyugAGwbmXa1oqoQbRJjS4KVWP02BCc8Wlx7eOn4FTLUgxzfiTH6DWK86C6Sn9HNa5ciiT1XbGyC8HJN+TvZEh8lUyYVCOQWcE2qoQQQgghhBBCCKk4qMAgyx4qQphVJcuPfDXnudQm4Zt3AADcrx2e07FMvWsXqp/JXc8efYuITc43jyS2W9uRFUm0X9bQPm/U0BYw3/I2D+HAuY/j/vh1xgqybJiJCe7kt+8GANT840sF9iyN6XfsRNWzh3J+nitGOTUiQ55LuZePyW+T3+WLxX8XVYv/zMifUIFBlhXK2wq3RWvWYGREK2PdtlZkrgrlid/XCwAI747AWSN+Dk6cASB8a5wqYVNpqlqyn/kJdQuQeoZ769cCI/cTxyTGmqN1urdReGjgjvwOZitYQ6Hrr+wBAGSkesWp8uGuFt8FD0bFfjdu6u+auXLV6g3mbVyPAxc+UdLcgiaepOIptECxnBcuCFmuBKNjqW1TT4uJumm4pfBX9iCT9VLg93QXZXoXvukJuN84kvPz6mdeTvRJzyZ74UKRb+HCnDAoB3Q8IeTA0cvHkgsXEC8cwb376RMZE6LgxBlEUekvQIQsZYJbd1LbJt8tX+q/kI4VXveK1MKF172iqAWQQrGi6tlDeWNFrsXVfAsXZqzQZX27xDVw8LXUwoXX1ibKB7IxY4UtlhCyDHAmhCFnaHYc2S7KTkLTdFN+7vStRHTxauIc7uBqBKfOAkh2ClElMoqovwcw5gFunSixUYsewRsX4D4mFilgmS9E5y9bv4O6to2oW4wHt24BsnTI2SHnFoeOI7osFmiUkbi7fTMyR0/EX1suXOjFj+EbCE6dLXluwRISQgghhBBCCCGElD0sISEVwzPXjlBNMUNYQkKsVJgBpuq1fvbDT2Ldz5XY8rDAOW1t0HL1WF9Irv7ifvT+1tyZEzJWkOXElV/aj77fzLp/LK0Si0EpoXR5mhFf7/zEPgBAx8cOzHyws2Ty23fPeckLTTyJDa+zY06ei47v6/vKbB2e3Cl/aWTpF7WcT2579J17UP93sjWyfP6jvRXBaWEA6nW0I5AlHYViSPCWJ8UxXxXmyP7aNdqkPHir/OwrSeNkv3cVAOgylVIoNJfRik/5vR9+3140fTL3PMpsE+/3dItx5VGsljq34ALGHMOXaLIUma+XkpbqFdH+zvchc+OmqMWDCGYKb8M6AIAznUl3jygSW4972z5AMjCbPagBEfjzBX2npqa4+mHzpd/osqEnr6H4zNmxCdGh42K32lr98PU2S4friakZ/04ImS/KaQEj9UI4z6h4pSajibFkxaEfPClksn+5qW9BxkZIOTJvCxhuR7S35tvgGN0zHCmfD0ZGYo8j2VkLQPwSdX24qGsk/AXMZ/mOrQCA6PDxxM/xQGQnrcdlB4/XTqdeVv2+XlGyI/f3WuR4zdKbbD+DoUE9fzLLiNR3VXHQbWlG2N2uT6NKjdR+TlsLMhftpQOELBbsQkIIIYQQQgghhJCKgwoMQuaIpdzNpJyyqoTMN6b5Zvgmcb+axnlWkzpbOY3jwF/TDwDIXLgEQHT3UAaZuUpIZuLqP1P8wQFkzl3IvYOZWbR1KsjKAjJWkOWE2ZEon8mviVtfn+gcAMguIIHIwqvzjb5vLxr/Vkiwc0m/7/2IKC1p/fN5KC3JurdzdV8q+nSW+MESErKccHZshXP6gvi5V5hU4s6IVvL4vauQuXZdbFfKmq6uWOkjlTpeZwfCtSImuKeEEjcaWIXw1ZPic9k9JDz1RuKe1aqfY7KbiefB8YRWIWeJTZF4bW0AEM+N9j4OvPCquI6hhnRra8VYekT3pszFy3F8uxKblZrdTAAqMAghhBBCCCGEEFKBsI0qISWSS2mxFJUXhCxHwgdxXbT7TamWMOqdrS0CbWrFKNLKC8V4dy3q5c8nflv4vmx4f1KBUf/yBXGdGYy9IIaiAgCCywXMvIzabKvHSwWZuBJSKmZ2s/qZlwFYVE1ZSoZs9QWQv40pAJz4kFByDf3r5P3a8YXTAOYnVrhSMaEys7P1komm8ntREVLxuEA4Jlq0+2PjAIBgsFe3MA1u34G3bkD8fPY8ACAaG0t5pESPxuHdvCd+rq4CAIS1Vfrzqa4GAIB3POueDcUffu9KAKJlaTRd4newqE39nm6gTigrIOdHzmQAtZcZO3Q8uSq9ZqIIgc28052dkJMLGISUyEIvVNAYlpC5JfGCIR/U0VTyKW8tpyiC+r9/Uf+84f0vW/dRkslCXP3QfgBA74eL6yJy+g/3YMNPH0xsK2RwSwgpEhUrHo4lNruNjQCA0DCMLAZVPgIAQ//6Res+xXZqsJXC5aPmaz2YfHNxZpZFw8VOslyRi5jKmB2Iy8GmHutFtdwWTU5ibLMonaiVCxi2Bc/w0SOEF5Pb3dExtT6BqrviszD7uGOixATbN4s/c3i1XvsFMbdY9TvpuYXX0Z6KOzffPYjOTx1LbEsY11ow5x7aYPaJLdpUNrhxM+/xhWAJCSGEEEIIIYQQQsoemngSskiUk+knjfnIckO1qw1OnNHbbO12/cEBAEDm3IXEz/lQJlZKSuk2NGhZqQ2npka3A7Qabe19XPwpDbOKQZt5vXoS4bfuENu+flh/nstgNC+OgxfDZxkryLLCldnM8OgJvc2m0PIHVgOQpnWr+/TPec+dFSu85mYEDx7k3N+pqoZTJcTTtsytMvcLjp/Ke90Eex4Tfx58DcFbnhTn+eor8Tk7REtObTRYAjTxJMsN1W5blVCEY2PwhgbFz5eu6pih4opz9SacJqHiypwXhp1WI3Ekn+sA4K1fq0tRbJilH+rcibFuXA8ACE6dTW6XBpuhjEVmnHO3KaPQk3o8zg1ZInPjJvy+XnE9ZdjpekAktSI51hy8ri4cuPtp3J++SRNPQgghhBBCCCGEVA5UYBCywJST8kJBBQYh5cfZj+wFAKz/4AsF9hTY2jfOhPMf3oe1H7K3bWSsIKT8+MGTVwAAf7mpr6j9zVr0+YQKDLIsyDLyNXG3bYq9KQCtxgjOnJvx5dymJgCl++4orv7dVgBA73fl97FQXPml/ej7zeK8uPJx/ef2Y+V/sZ+n1LkFFzAIqWCKNQDlSwkhgL9S9G3PXE+b23ndK1KmU/7Aat2FJFsKnjg2hxw0ex8gRweUOSLztp0AAP/Lh1KfXft3+7Hqty2GXq0tYlz37gNgrCAEKBArjI5Gev++Xi2pLhgr7onuAznl1ln35HyQebuMFc+lY0WulxmvuVmMyyiB4QIGWW649aIPWRSIziLR5CTcJ7YAgHXR0CwD8deIbkRRbY0u69ALHmfPp2KCt3E9EIryjODMOevCRskLJq6X6ooCxIsmboP4fpnhG7qUDttEKYppYqqI9m+H8/zR1HZdVtNch+jQ8ZLnFiwhIYQQQgghhBBCSNlDBQYhyxil0GBWlRCSD8YKQkgxmMpPKjAIKR6biqkQj77rKQBA/d/ZWzErlEn51Z/dhVW/O/tykLlipnMLKjAIIYQQQgghhBBS9nABg5AFRBl4lgvlZCRKyJJh7+Nxa9MicWpq4nrRIth5OMx/Pt8v6fqzhbGCkNJxn9ii69+LpdRY8Z7j8+ebMxMYKwiZGVd+fBuu/Pi2xDa3qUn7T9gY73Ax3pF8nfdX9mifHkU0PYVoegrTe/Ibf06/0y6Y8jradUvlOcFxAMeZcbzgAgYhC0ihG7XcFjgIWS5kvzBMv2Mnpt+x077zC6+K/0ogmpxM9FIHgKmnd2Pq6d3W/Q/tcOGv6demXtlc/OU96Y2uB8f3F3xxg5DlhJJiKzJv26kNcrMJj7xecrcPW6yYfPduTL7bHis+v7Ut76LHmd97Kr3RceBUVae+CyFkbon2bU/8/9j3PIWx77HckwD6/uwk+v7sZGKb4zhwHAdeV5fe5veugt+7CgDQ8bED6PjYAbUz4DgY3bkaoztXW6+x5n2v4cH378WD799rH6+bruJwdj8G9HSJ/+YIx/PgeN6Mj+cCBiGEEEIIIYQQQsoemngSMk8U28K0HKAxH1luqMxjND1l/cy6fYfonR4dLq53erFMvns3ar7wUs7P3cc3AQDCV5OZGX/tGgBA5vzFkq9pPacrsyGWFmqAUKUceuH38fDBFcYKsmxwGxoAAOHYWNHH5GtDOhsefedTqP/7PGZ9qrQtSyE2mzbNM/kuSjn2pQsfoYknWVb4gwMAgPDWHfHnw4daFen9/+zdd5wdZ3nw/d81c9qePdurtOrNkiyruFu2wRgnGJsSHngNrtS0lySQOCRPkoe8kDeUN0AChLzJQzVgbGxjQ6gBDHGRi2yr2pJsdWlX23s5feZ+/pg5Z882aSWttKvd6/v5nI9350y5z5Hn2plrrvu+6+vy0ykH6usAcDq7sJZ72+SmTkUEKxbLb58zeppUq7j4pHHJXrkM09zmbTPOevbFF3nH3fPauMul25uquXC66MKBRu3qqvxnALwqkXKvjZLwqsiyTSfy8SB7rBFrwxqvPbv2jTjecwe/QV+iRQfxVEoppZRSSiml1OyhFRhKXeBy42acTbWHVmCoOUf8/90L/gYWPiUYzdq4dkxfdrl8HealV/wVJq5esNesxNl34KTNmehJyBkbpz3u6zd5bz25Y+zxL1ox/PSncDfRqLdtPA5orFBz0HixYonXvzx79PiY1e2LLxpzHsumi4crt04WK9auwtm7/6TNsdb51VOvvHrS9SZtnPbkxvQI/HZs1cVEbRwdK0CnUVVzT25sCpNMAuB0dSOXewNz5q8XACsSAUCWL8bdf8R736/8tNatzp/fuUpLp6kF/PEpcmPkWBvWjKxk8MfJcDo6ho8zQQUnDA8GbrLZU36uXCWaVVsNeJWfuUE93WUN3n5efHlMdatccQnmxZfH7M9eucxr68EjYMxpX1voSF9KTcJM7g4yU9ul1Izm34zIZX63kG17hhMXIiNuVgDYf3TMLuSVg4x+BNDz3muo+LY3oFbu4mB08qL5LzcDjJiLfaoSFyfrGjNe4iJ//HGSFwCcxSBbSs0KfizIX3AfODxu4iJHunrHLLOa2smlB6xQEIC+37uCku8/7y/0zrPRiYGe914DkI8pAO4UxYqTdY0ZL3GRM1GCxarzbp7cM+jSptRsEFi4ALfX63Yh82oBsF2D4ycu7KpK3P5BAFw/wREYjGOymRH7sQaGsPwkKVk/cmxYlU+A2CuWAmAOjDzX3EX+Mf2//07/INLYNmF7J5O4yLep2ktW5LqsBpYsysdBO+PtpzAlm585Ze9hrIJuJzni+DOtnUEhBWgXEqWUUkoppZRSSl0AtAJDqUkYr8phJldlKKVOLl86uW14QE577SpggieMyxbBqJJtWb4Yck9D/fLrwieluacb5poNyHO78ssLKy/yJhh873TlS1DHKefmyku8/74wTjlnVSVOV/eY5e5QfMwypeaSfCXVgcP5ZSfrxmEqSqF11FPP6nLwy7pzT17z1ReQjx9m8wbk2eFYURhP8vv3Y0VhTDkTucqL8WJFburH8Y5hV1flB+0rlD3WdFbtUepCl21syndFNV3egLlOT483DSngFHSlsMvLvPWikeFz0D8nTXFR/jokMK/eW7Z93/AAmge9LifWxrVQ0LXVOtrive9XgWDZmIXeYKGMM4DvuNcJE3BOePu2Vy33Puv+Q/m2OfO9wTzZtgcJevEyP9DohjU4Bd1chnc4/mDhk6UJDDUnTcW4EZq8UOrCNV7p5HiJi9aPet096r84NukwUbeP7vd7Zd+V3/K7kkzmRuMkiYtcX9ncjU9O7sYqp/Azmczwz8m3XAlA5KcvTHiM8ZIX3kELLjJEGNNnRqlZbrxYMV7iovUjfqz40jixYoIxcLo/4MeKb/qx4tlTx4qTxRMJh4HhPvLDb4wdxyPHFNxIDL3zKgCKH514ppPxkhfAhLMXKTWXmD6vm0Q+iQDIq0e99wrWS2/0EgH2E9vzM5LkEhiF1yKFM4AkNntjZYX+y5u1zOwZ2fVz9N9xO1aM84oXewbeczUwMnEqDV4CgoLkLAzPpJKZV+6t98zO4Tgow8NUZBd7XVYKr1/E7yKHnxNxx0teMHKssUDDfKQtOO56E9EuJEoppZRSSimllJrxdBYSpU5iKio1LgQ6s4BSk5efi31wMP9Es/ce70lq+XfGlnxPvKOJZyM4ldQtVxD++YtjlqdvvgIYfkIz6aZEImMqPIAx3U40Vig1ebLJHyR45958rOi7y3sSWnb/8+NvM97MACepoDgV9/pNWE+PHcDXbPa7iUyi6qPQRLHC2rjWO15BSbvOQqLmqhEDahf8rR890LZdV4vT1g5A9o3e7D+R11rJNp3w9uN3P7Hbe8fMkCbBEKxb6e1vxx4CC/zZQMpigFclOlEF50TMtRuRZ3aO/TzjzKSSk6sgyY7uOsfIGVVGLN+wxmuXX6FxutcWWoGhlFJKKaWUUkqpGU8rMJS6QE1ldYg+VVVzzXhPDOw6rz9n7mkIkB+QK9vYnB+cKt+/fLzpVimo0PAHsQrMqx/Rj3U8dkWFd+zxBtoatb/JKOzvmni7NwZG0U/8qRFd54yrPzRWqLkmN1Bd4TkcaJjvLTvRPHa9tg7En344P53xRLFi1CB6gYULyDaefDBMu9obMG+8sShO92krjKweS93iVXCF/2u79+ZZxArQCgw19+SmWzYnvHjhxuPD1Qa7X83Hgdwyq70nP115ruqisCqjUL6ia4c3+Li9dtXIsbtGVWrZ5WVQWw2As//QmP0F/KlaR08LfbI4UtiG3M92z0B+P6Ovo+zS0hHTpw4fZDiuWJEIzyd/Tp/bNelrC01gzHI6U4aaDL0pubDZNTUAOP4o98C4JccnuxEunNP7jPjHCyxeiEn4f/T8/5p0Gjftz3Nu3JOWQdtV3lzjEivGbRs5an9gQQMm5c9vXvBZc59fImEc/ybDuN4xAnU1p0weqMnTWKHG0/Q3m1nwmXFm17kAHLx/EwAr7hrbzUKdHU1gXEDGuWYYb2auwuuIXHcIiYTzy0YbMWuNfwx79QrcA95MGuMNklsodzNt1ddiiou8bY54XSnMRUuxBhNeGw8ewSry3h8xq4Z/o2z5bZSiCPjXB7kHBoF59bg9vd62BTftuWQhVRU4ufZe7XWlsPtT43aNUGdGu5AopZRSSimllFJq1jmjCgwR6QCOTX1zlFLTZLExpmaqd6qxQqlZR2OFUmqyNF4opSbjtGLFGSUwlFJKKaWUUkoppc4n7UKilFJKKaWUUkqpGU8TGEoppZRSSimllJrxNIGhlFJKKaWUUkqpGU8TGEoppZRSSimllJrxNIGhlFJKKaWUUkqpGU8TGOqMicgWEXnfdLdjIiJyk4gcne52KDXXaaxQSk2Gxgql1GRorJjbNIFxCiIyWPByRSRR8Pud092+MyUiK0RE59BVaoporFBKTYbGCqXUZGisUGp8geluwExnjInlfvYzaR8yxjw+0foiEjDGZM9H286UiOi/u1JTTGOFUmoyNFYopSZDY4VS49MKjLMkIv8oIg+JyIMiMgDcJSLXiMjzItIrIi0i8mURCfrrB0TEiMgfishBEekRkS8X7G+ViDwlIn0i0ikiD4za7k9F5Ij/3mdFxPLft0Tk70XkmIi0i8h9IlLqv7fC3/b9InIc+BXwlP9eLpN7hf/7h0TkVb9dvxCRhQVtu1lEXvPb9iVATvK9XC0i20WkX0TaRORzBe38gYi0+t/PEyKypmC7+0XkX0Xkl367nhKROn9Zr4jsE5ENBes3ichf+8t7ROQbIhKeoE0LROSHItLhf4cfPlV7lZoqGism/F40VihVQGPFhN+LxgqlCmismPB70Vgx2xlj9DXJF3AUuGnUsn8E0sBb8RJCRcAVwFV4FS7LgP3An/jrBwAD/CdQBiwBunP7BR4B/trfVwS4dtR2jwMVwGLgIPA+//0/8I+zFCjx9/8t/70V/rbfAqJ+G1d4//wjPss7gdeAi/zjfQJ42n+vFhgE3gEEgY8B2dzxx/muXgRu938uAa7yf7aA9/nLIsBXgJcKtrsfaAc2+e8/CRwB7gBs4LPArwvWbwJ2AwuAauB54BP+ezcBRwuOuxP4WyDkf/6jwBtP1l596etMXhorNFboS1+TeWms0FihL31N5qWxQmOFvgr+jae7ARfS6yTB47en2O4vgUf8n3NB4OqC9x8D/tL/+QHg34GGUfvIbXdTwbI/A37p//wk8AcF710MpPyTJhc8FhW8P17w+DXw3lHHTAENwAeALQXvWUDLSYLHs8DfA1Wn+G6q/bYV+7/fD/x7wft/Drxc8PsmoLPg9ya8krrc728DXvN/Lgwe1wKHRx3748DXTqe9+tLXZF4aKzRW6Etfk3lprNBYoS99TealsUJjhb6GX9qFZGo0Fv4iIqtF5Gd+iVI/8A94J0mh1oKf40Cun9u9eNnFl0TkZRF570mOdQyY7/883/+98L0QUDNRO8exGPg3v0yqF+gEXLzM4vzC7Y0xLt6JO5H3A2uB10TkBRG5BUBEbBH5JxE57H83B/31C7+ftoKfE+P8HmOkib6T0Z9tUe6z+Z/vr4D6k7VXqSmmsWIsjRVKjaWxYiyNFUqNpbFiLI0Vs5wmMKaGGfX7/wZeAVYYY0rxsmoT9tUasSNjWowxHzLGzAM+DHxVRJYWrLKw4OdFQLP/czPeCVL4XhroKNh3YTtHtxm8k/CDxpjygleRMWYrXqazsC+ahRdUJvocrxlj3oNX9vUF4FERiQD3ALcAN+KVr63I7XKifU3CRN9JoUbgwKjPVmKMeesp2qvUVNJYMfZzaKxQaiyNFWM/h8YKpcbSWDH2c2ismOU0gXFulAB9wJA/OMwfTnZDEblNRBr8X3vxTnKnYJW/EpFyEVmEV771kL/8QeAvRGSJiJQAnwIe9LOU42kHjIgsK1j2H8Df5Qa08Y/zLv+9nwIbReTt4g0G9OeMzKyO/hx3i0i1f/w+/3O4eN9NCujC6wv3qVN9J5PwJyLSICJVwN8w/J0Ueg5Ii8i9IhLxs7CXiMhlp2ivUueSxgqNFUpNhsYKjRVKTYbGCo0Vs54mMM6Ne4H3AgN4mdDx/meeyFXAiyIyhNcv7cPGmOMF7/8EbyCYHcAPgfv85V/zj/M0cNg/9kcmOogxZgD4DLDVL2e63BjzCPDPwCN+adVu4E3++m3Au4HP4ZV1LQK2nuRz3ALsE29U5M8D7zbGpPEG8Wn2X3vw+n2drQfxBhY6hDcA0KdHr2C8aaVuAa7E60fYifdvU3qK9ip1Lmms0Fih1GRorNBYodRkaKzQWDHryciKHjVTiTdvcgZYaow5Os3NmTFEpAm4yxjzxHS3RamZQGPF+DRWKDWSxorxaaxQaiSNFePTWDF9tAJDKaWUUkoppZRSM54mMJRSSimllFJKKTXjaRcSpZRSSimllFJKzXhagaGUUkoppZRSSqkZTxMYs4yIvE9Etkx3O5RSp0dE7hSRX01y3QnPc40BSl045tp5LyL3icg/Tnc7lLoQabxQyqMJjGkiIkdFJCEigwWvr0zh/heN2rcRkaGC36+fqmOdbyJyk4gcne52KHUmROQ6EXlWRPpEpFtEnhGRK4wx3zPG/O50t+90jIox7qiYdud0t+9MicgKEdH+lWrKzKbzHvLXMDed5T5CIvIDf19GRG4oeO8XBbEkIyLpgt//46w/wDQSkabCz6rUaHMlXpwsBoyz7tUi8mv/++gQkUdEZJ7/nsaLOSYw3Q2Y495qjHn8XOzYn7c5lvvdvxjfYIw5ONE2ImIbY5xz0Z6p4k/lpNQFSURKgZ8Cfww8DISA64HUdLZrIiIS8OcvH5cxpjDGHAU+dLKYdqr9zQQaY9RUm23n/RTbAnwReKRwoTHmzQXtuQ9oMsb8r4l2cqHElpneRjX95mC8GDcGjKMC+CrwSyALfAX4FnCzxou5RyswZhi/rOsZEfkXEekVkcMistlf3igi7SLy3oL1q0TkxyLSLyIvAMtP41j3i8i/ich/icgQcL2IvE1Edvr7Oy4iHy9Yf4WfIb3Hzwh2iMj/LHj/ahHZ7m/bJiKfG7Xd74tIs//684LtIiLyZRFpEZETIvLPIhLy37vJz8z+rYi0Al8DfgIUVpjUnsVXrtT5tArAGPOgMcYxxiSMMb8yxuyWUSWd/jnzRyJywI8F/yYiMt5OReRzIrJFRMoKln1eRHpE5IiIFP5xn+/HjG4ROSgiv1/w3if8pyH3i0g/8D5/2cMi8h0RGRCRPSJy+WQ+rIj8o4g8JCIPisgAcJeIXCMiz/ufqcU/94P++gH/c/+h37YeEflywf5WichT4j2V6hSRB0Zt96f+5+0Ukc+KiOW/b4nI34vIMT+G3udfJBbGp/eLyHHgV8BT/nu5GHPFZD6vUhOYM+e9iNwg3vXB3/rn4VGZoBrLGJM2xnzRGLMFOK2HJ+NdG4h3PfRz8a5NekTkJyLSULDNFhH5pHhPtgfEu/ap9N+LisgDItLlf+8viEh1wXafEpGX/NjzQxGpKNjvO/zvp1dEfisiFxW81yQiHxORl4EhEXkQmA/knhj/xel8bjUnzJl4cToxwBjzC2PMI8aYfmNMHC+Bce2pjuG3WePFLKMJjJnpKmA3UAU8AHwfuAJYAdwFfEVEck8+/w1IAvOAD/iv03EH8EmgBHgOGATuBMqBtwIfEZG3jNpms9+WNwGfFJGV/vJ/BT5njCn13//BqO1e5y9/M/C/ZLgk6u+By4H1wCa8gPQ3BdstwKsmWQT83367jhtjYv6r/TQ/s1LTWaDsSgAAIABJREFUZT/giMi3ReTNhX/UJvAWvHN/PXAb3jmXJ96N+df893/XGNPnv3UV8BpQDfwT8I2Ci5rvA014fxTfBXxaRG4s2O3b8c7dcuB7/rK3+duVAz/Gu3CYrHfgxbEy4CG8Jycf8dt2LXAz8IejtrkFuAwvHtwlw6WnnwJ+hvckZgFe/Cv0duBSf9t3Aff4yz+EFztvwEvyVgBfGrXt64DVwK3+zxTEmBdP4/MqNdpcO+/r/TY0AO8Fvlp4kT6FRl8bWHgPORYBi4EMY8/zO/w21QHFQO6G4P1A1N9nlb+/ZMF29/iv+YAA/wIgImuA7wJ/CtQAjwM/Fj8p63sP3nVPuTHmdqAZeLMfW/75rL4BNRvNtXhxpl4H7DmN9TVezCKawJheP/IzcLlXLsN5xBjzLb87x0PAQuAfjDEpY8yvgDSwQkRs4J3A3xtjhowxrwDfPs02/NAY85wxxvX3/1tjzB7/9114wej1o7b5hDEmaYzZjhc8NvjLM8BKEakyxgwYY7aO2u6Txpi4v99vA7f7y+/099nhJyP+Abi7YLus/37aGJM4zc+n1IxhjOkHrgMM3h/ODv8pR90Em3zWGNPrdwn7b2BjwXtB4EGgEq87WrzgvWPGmK/5MeTbeAnOOhFZiJc0+Gv/HN4JfJ3hG32A54wxP/JjQO5822KM+bm/v+8yfM5PxhZjzE9y+zPGvGiM2WqMyRpjDuOVhI6OMZ8xxvQZY44CTxR87gywBJjnt/+Zcb6vHmPMMeDLjIwxnzfGHDHGDAB/C9whfoWG7//x45PGGDWl5uh5/3H/muJJvKTjbaex7WSNuDbwryF+6P/cD3yasbHlG8aYA/739ggjY0s1sMJ/6v2SMWawYLtvG2P2GmOG8B66vMe/2XsP8GP/2ikDfBYvWXtVwbZfMsY0aWxRkzFH48VpEZH1eOfhx05jM40Xs4gmMKbX7xljygteX/OXtxWskwAwxoxeFsPL3gWAxoL3jp1mGwq3Rbzy7if8kqo+vCeX1YXrGGNaC36NMzzWxvuBtcBrfjnVLSc51jG8zCT+f4+Neq+h4Pc2Y0z6ND6TUjOWMWafMeZ9xpgFwDq8//+/OMHqE51r4FUzvR0vMTj6/MhvV3DBEvOP1e3fxOeMPt9GxIQJ2hGRyY8VMTrGrBaRn4lIq19++g+MijHjHC/3ue/FuyB7SUReloLudOMc61QxJoQXQ8dtp1JTaY6d9z3+hXvhseZPtPJZGHFtICIxEfm6eN1f+4HfMvnYch/e09CHxevK+tlRn3V0bAnj3RSOiC3GGBfvyfWpvlulJjTH4sVpEZEVwC+Ajxhjnj6NTTVezCKawLiwdeBlFBcWLFt0mvsYPdL+94FHgYXGmDK8rOu4/enG7MiY14wx7wFqgS8Aj4pIpGCV0e1s9n9uxivfKnzvxEnaqLMDqFnBGPMq3h/CdWew+T68pOEvTqM8uxmoFJGSgmWnOt/O1uj9/W/gFbwnF6V4TycmG2NajDEfMsbMAz6MV5q+tGCV04kxabwYmtt3YTs1xqhzZg6c9xUiUjzqWM0TrXwWRrf5Y8BS4Eo/ttw4dpMJduQ9lf2EMWYN3tPvd+BVbuWMji0poJtRscWv6lqAXsOoKTIH4sWkichivMTB/2uM+e5pbq7xYhbRBMYFzC/Tegz4hD+gzFq8vlpnowQv85oUkavxyp0mRUTuFpFqP6PYh3fSuQWrfFxEikTkEr+dD/nLHwT+XkSqRaQG+Dhw/0kO1QZUjwquSs14fvXBvSKywP99IV43h+fPZH/GmAfxukM8LiKnHMDXGNMIPAt8RrzBc9cDH+Tk59tUK8GLD0N+f9DR419MSERuk+FBtnrxYkzhwF9/JSLlIrII+DNGxpi/EJElftz4FPCgH6vG0w4YEVk26U+l1ARm8Xkf9PeXexU+gfykeFMkXo/XR3/cGQZEJFzwoCPk72dSCc1xlOA9Je0RkSq85OikiMiNIrLOv6HoxysRL4wP9/j/jsV444Y97Cc9HwbeJt7gpUG8m6IBYHQX2kJtgMYWNa65Fi8mGwP8v/2/Bb5ijJmKqVE1XlzANIExvX4iw6PcD4rID89gH3+CV9LUipeh/dZZtumP8YJWrp/4w6ex7S3APn/bzwPvHlWytgU4jDfK/2eMMb/1l38S2IX3VHY33on8mYkOYryxPh4Fjoo3dojOQqIuFAN4fR23ijfzz/N4/9/fe6Y7NMZ8G68bxm9FZMkkNrkdbxyJZuCHeGM/nJPpnCdwL14CcwCvGuOhk68+wlXAi/539xjwYb/fb85PgJ3ADrzPdp+//Gv+cZ7Gi0EDeAOJjssvnf0M3r9Tr0xy1hWlJjBbz/uf43Vpzb0+4S9vBXr8Y30P+CP/KfJ4XvO3bcCbHjHByGqp0/HPeP3Ju/BuwH5xGtvOx4sp/Xhjez2ON/hwznfxbuBaABv4KIAxZg9ePPt3vIqum4G3+f3bJ/JpvARPr4h89DTaqOaGuRYvJhsDPoR3I/+Jwnuns2iPxosLmIysmlVq6vn91Q4YY870qYpSSk3If5KTAZYab+BPpdQ0EG92sfv9vvuzgnjTVn7dGHPfdLdFKTWzabw4P7QCQymllFJKKaWUUjOeJjCUUkoppZRSSik142kXEqWUUkoppZRSSs14WoGhlFJKKaWUUkqpGS9w6lWGVVdXmyVLlpyjpiilptu2bds6jTE1Z7sfjRVKzX5TES80Vig1++m1hVJqMiYbK04rgbFkyRJeeumlM2+VUmpGE5FjU7EfjRVKzX5TES80Vig1++m1hVJqMiYbK7QLiVJKKaWUUkoppWY8TWAopZRSSimllFJqxtMEhlJKKaWUUkoppWY8TWAopZRSSimllFJqxtMEhlJKKaWUUkoppWY8TWAopZRSSimllFJqxjutaVSVUmqmyjgOHfEhsq5LZVGUWCg03U1SSs1AyWyGjqE4ADXFUSKB4DS3SCk1k/QkEhzv6yXrujSUllJXHENEprtZSimfJjCUUhe87kScJ44eIZ7JACDApvr5rK2tnd6GKaVmlMa+PrY0HsV1DQCWJVy3cAkLy8qmuWVKqZngUHcXzzY1EhQLyxL2dLSzurqGK+Y3aBJDqRlCExhKqQuaawxPHz+GJcK8WAkAWddlW2sztbEY1dHoNLdQKTUTJDIZthw/RlkkQtj2Ln9STpanjx/lHavXUhTUSgylZrNkNoMlFiHbHvf9VDbL1hNN1BRFCfrruMbwamcHS8srqCkuPp/NVUpNYEYnMNKOw8GuLg73dmOJsKqqmqXlFdiWDt2h1GyXdV32d3byWncnruuyrKKStTW1hAMjw1ZPIsFgOkV9cUl+WcCyCFkWTf19msBQapZLZDLs6WjnSE83AdtmTXUNKyurxlwrtA8N4bhuPnkBELYDuK6hIz7EorLy8910pdR50JNI8OKJJjriQ4gIS8sruHTe/DHXE92JBMaQT14AWCKELJvWoUFNYCg1Q8zYBIZrDE8fO0LLwCDf2b0DgDvXb6AzHufqBQunuXVKqXNta1Mjh3t6qCoqwrID7O3ooHVokG/v3IEIPPjOdwNgAMzYsk5BcI17fhutlDqvMo7D40cOMZhKU1lUhOO6vHCiib5kki9ufRYojBXG6182moAx57HRSqnzJpnN8PjhQ9gi1MdKcI3hcE8PiWyWG5cuG7FuwLK8ODGKiyGkD0+VmjGm5WxMZbOcGOjnxEA/qWx23HXaBgdpHhhgXkkJlgiWCA2xUg50d9GbTJznFiulzqfeZIIjvT3Mi8UIBwIEbZv6WIzOeJy064xYtyISoSgYIJ5J55e5xpB0siwo1X7tSs1mzQP99CWT1BYXE7AswoEA82MlHOjuIuuOTGDWFscQvKRHTsZxsET0yapSs1RjXx9px6EsEgG8ior6WIzmgf4x9xNV0Sil4TB9yWR+WTLrja3VoNcTSs0Y570Co3mgn6eOHeWr218EA39w2RVcv2gJDaWlI9brTSa4b9cOgpbF/u4uAD7/3BbSjsMbliylPFJ0vpuulDpPhtIZBEYMmPW5Z58m47oc6e0B4PZHH+LBd74b27K4ftESfnPkEH3JlPc0Fbikto6aqN6UKDWb9SaTY/qzf/65LaRdh6O9vYAXK8CrxNi8aDHPNR7H9UsuLBGuWbiIqI5/odSsNJhJE7THPq8VhOSoh6iWCDcsWcqTx47SMjiACITsADcsWaozmyk1g5zXBEYqm+WpY0coCUUIWd4FR2kozFPHj/B7F40cQCsWCmMmqOnUKc+Umt2KgoFxijiZMCbUFBfzjtVraR0cJOM4VBdHz2mScyCVIu04lIbDI/rKKqXOr9JwmLTjjH1jgi4hS8srqI0W0x4fAqA2WkzxOboxMcbQl0riuIaySISAlqArdd7VRmO80t4+YplrvO5kpeHImPVLwxFuXXkRvckEjjFURIrO6bnbl0wymEkTDQSpKNKHs0pNxnlNYLQNDfLVbS8Rsu18VcWXX3iOtOOwecFiFpcPD6BVH4vx0as3k8xk+ebObQDcs2ETNdFiqvQEV2pWq4gUsaC0lKb+fmqixVgivHfjpcRCIb63eyciku/XnhMOBEbEkLPhGkPGcQjZ9ogqkFQ2y3NNx2nq70cQArbFlQ0LWFpeMSXHVUqdnobSMkrDYTriQ1QVRXFclzvXb2RZeQVfefF5gDGxojgUYukUJS0c1yXrumNixUAqxZbGY3TH44AQCthcu3AR80tKJ96ZUmrK1cdi1Bd7XUbKIxEc19CXTrGxrn7CyitLhMqiqRkAPOu6xDMZIoHAiGqxrOt6Y3319mD54/AsLCtn84KF+mBEqVM4rwmMkw2S5Y56XBK0bW5cupztLc3cs34TCCyvrGJjXb3Ow6zULCcibF64mL0d7bzW2YmLYWlZOevr5/HWVatHrFtYHn62jDEc6O7ilfY2EpkMsVCYS+fNZ2FZGbc/+hC9ySR3r99IfXEMESHtOGw5foySUFhnO1FqGoRsmzcuXc7Lba0c7ushKDYb6+pZU1PLtYsWn7PjOq7LnvY29nZ1kHVcqoqiXD6/gZriYm5/9CG6EnF+f9MV1PtTOyezGZ44doS3rlxNSTh8ztqllBrJtixev2Qph3u6OdrbQ3HI5rL588/LGFmHurvY3tJC2nWwBNZU17K+rh5LhP2dnRzq6WZ+rCR/X9PY28vecJgN9fPOeduUupCd1wRGTXExH9x0GVVF0fzo4B+9ajNdifi4fdVjoRCvW7yEjOMgIueshCueyXCgq5O2oUHKI0WsrKzSMi6lplnIttlYP48NdfUA5yVxebinm+ebGqmORikLR0hkMjxx9DC/s3wFjmtIZbPURovzbQnZNmHb5nBPtyYwlJomxaEQVy9cxFULFp63Bxy721p5uaONumiMgGUxmE7zq8MHuXXlKjKOV5VRWXAdEQkE6UulaOrvY01N7Xlpo1LKE7JtVlfXsLq65rwds3mgn2caj1MbLSZo2ziuy+62VgKWxbraOl7r7qQ6Gh0Rs6qjUV7r6tQEhlKncF4TGNFgkKsXLGRrU2O+z2pXIs5VDQtPOjjO2ZZSGWPojMdpHujHtiwWlJbm+8cPptP88uABUk6W+3ZuxzGGD268lJuWr6C2OHZWx1VKnb2JbkhylRdbTzSN+P1MKzGMMexqa6W6KErY9kJjUTDIl154ju+9vGvEYMIAH9t8PQBByybhj1KuJseYNJg4SBQRHRhNTY1TJS+mqlorlc2yr7OD+mgM23+wEguF+PILz/Hgy7vY29kBeAMP5+IEQEAsUuON16EmNBwrihDRyhV14djX0U5paHicLNuyqI0Ws6+jg7U1tWQdlyJ75G2YbVlkjYsxRqvNT4MxGXD7QQKIpbPFzAXnfRaS5ZVV1BbHuKJhIQB1sRil57Cc0hjDjpZmXulo59u7dgCG92+8jM0LFrGsspL9XR2kXYe64lh+utbiUJhtzc3cvGKlBhCl5ois65LIZCgLR3AxdCfitA4OksxmsGW4+ss1BqsgLgymU2yor5+OJl9wjHExmVcgu9cbZFEEE1yHBNZqrFXn1O2PPjRlyc6U42DwbjYc49IxNET70BCpbJbC/4sLO8YaY0g5Wepj+mBkMowxmOxeyLyc739sgmuQ4HpEdDBUNfMNptOEAl7yoisRp2Wgn7TrYokQz2RYXlnJq50d1BU8LO1MxFleXql/D0+DmzkGmRfAZLxZ6Kw6JHQNYmlV7Gx23hMYACXh8HnrA9qZiLOns4N5sRKC/pOS6qIoW5sbaSgtpbG/n2/t3IaF5J+w/vtLW7lr/UbSjkM4MC1fkVLqFHI3H1P1VPWeH/2ArkScP7n8ak4M9NPU309RMMDmBYspCgZ4qfkEITvAu9asRSyL3mSSeDbDvJISFur88JNisgchswusesSyMcaB9HYMRUhw2XQ3T6lJiQaDhPzKq/1dXXTH4xQFA1y9YCE10SjPNjUiwDvXrqMjPkRALOLZDMsrKrWyc5JM9iiktxfEChcyL2MkjATXTHfzlDqlBaVl7O/uIpkZ5EB3N9FggHTW4ZeHD/CrQwd59LbbaR0coHmwn6Blk3VdysIRLqnTByKTZdxuyDwDUolYXjWncTox6eeRyI3T3Dp1Ls36u/P2wUHu27mdoGWNKAHPGpfXL15KSSjsJfcLkp0GCNsBHQV4Eow76N2UOB1gVyKBFVq+pS5YJaEwLYMDHOzuojpaTNrJEgkE2Fg3j6eOHaUoGOTWVas52ttDPJNhfkkJDaVl447PY4whkc1ii2giNCe7B6waRLzYKmJjrEqvIkMTGOocevCd756yZOfdP3yERCbDjUuXc6K/n9riKEOZDOWRCGtravnl4YPURIu5deUqjvX2knEcGsrKmBcrGVG9lWOMYSiTIWhZGitysnvBqiyIFRbGqoHMPkxgtT6hVjPeRdU1HOzuYldbK1VFUbKuC3jXGWnHoSse53eXr6R1cICeZJKyUJh5JSUT3nukslnSjkNxKDRuHJmLTPYomEA+eQEgdjXGbcO4A4hVMn2NU+fUrP9LGbAsrxSxYFljfx8l4TB729tZU1PL3es3Uh2N8uWtz2GAOy/ZwJqaGg0Qp2DcfkzyV2Bc7vhZJ+DywK0HIPI7iF013c1Tc8RUzD5SWF7+WmcnJeEQb121mupoMQtLyygOhfjApsu4btFiQrZNdXExf/aLnxK0bL7/rrHH707E2XqiyZ9CERaXlXN5QwORwPhTts0FxhgwSZDRFxQhML3T0ialztSR3h5+fuA1rlm4ENfAwpIyGkpLCQcCfHDj5dy0bDlBy6a2OMZH/uunBGyb748Tq9qHBnm+qZGBdBqA5eUVXDq/YcR0ixeSKZsVyiRARk85GwSS+P3Pzm7/Sp1jsVCIaxYs4lhfLwGx+M/9rxKybQ739gDw4Z//hFgoxL+86VYqi4qoLoqOm7zIOA7bW1s41N2FMYZoKMSV8xfQUKpTMmNSIONcVxkAHZtsNpv1CYyG0jI+dNnldMcT3L97J73JJJVFRdyyYhWNA30sq6zkukWL2d7SzN0bNmGLsKa6hrU6SvgpmcwewMt2ivQANkgEk9mB2DdNb+OUOg0Zx83/7GII2wGu8sfpyTF4yc9nG4/jGkNPIoFtWfQlk/zRz/4T8C7ak9kMvzl8iIBlUx8rwTWGxoF+Esey3LRs+Zx9cigiGKsB3A6QiuE3TC/YC6avYWrOmIpk5/94+AF2trYAkOnvI3U0y/+6/g0j1jHG5dXODhr7+xCB7kSCgG0Rz2T44I8fy7elP5Xi8SOHiAVC1BfHcI3hUG83WdflusVLzrqt59NUD6qMvQiyR8GuHl5mesGar2NgqBmtN5ngzsceIe043HvNtZSGI6yoqORXhw+OWM8FOuNxfnPkEAABS7hmwWIWl5ePWG9b8wkO9XRT64/Vl8hk+O+jh7l15UU6Y6LVANlDwHDltzFJL6khWg0+m836BEYsFOL6hYv50tbn6EkmyLgurUODPHn8KALUFce4ZeVFLCotI57NUhQYv+uIMYbmwQGO9HTjuC5LyitYUFqWH4F8TnKaueNnnQhdbG0ZBOCOnxkeuLUUY5x86adSM1nLQD9vX72GvR3tJJ0syWyWeDbDp55+gr+7/gbAuyAR4FBPNw++vJum/j4S2SwA/9cjD9I2NJhPejb195NxXCqLvAGkLBFqo8W0DA7Qk0zkl89FElqPST6OcdpBokAcCCLBdZPa3u26CwCr6v5z10ilJnCgq4ueRCL/ezKbpXlggM9seZK/ue713oxniTgBy+ZoXw//9MzTAPlY8c6HH6B5oD8fK470dCN408CCFyvqojGO9vWyMZ0+6exshaas6mEGkeBajHMC47YBUb8iI4CENk5309QsNFXnUE8iwX8dPMCRnh4QGEqnOTHQD8Zw7zXXYYnw2WeewjEud6xbT1k4QjQY5HPPPo0BXANV0Wj+3E9kMhzs6c5PNADe7GjxTIZDPd1cXtRwVu290EmgAeMsxDiNIEVgHMCB8Ov0HmSWm9UJjIFUis5EHNd1WV1dzc7Wsnzpli2CiyGRyfByexuvdrSTcV0Wl5Wzvq5+zCCju9pa2d3Wynd27UBEuHv9RpZXVLJ54aI5+0QVKQHTBiOChPGCCHM4saMuKDtaWygLhSk8jYuDIdKOw/aWZgbSKRpKSllWUUl3Ij6mcLmxv4+U47D1RBO3P/oQ//Pa1407JoaIkMoOT6F4Pm86ZsoNjljlEHkzJnsYTA9YKxB7iY4Wrma8rOuyo7WZv958Pff++hf5pER9rISkk+XFE03EMxlWVFVRGYkQdsdePB/t7RkRK/pSKT608bIR64gIgpDKZiedwJgJpnpQZbFiUHSz18fd7QBZhgSWIVbx2TZVqXPmzsceJu04JB0vPnxt+0tkXZdbV65iX2c7PYkkb1+9msvnNXCwu5tocLj7Q1N/H1/f/hJXzF/AyiqvG3bacRB/hsRCoYDNYDp1/j7YDCViQ/g6cFowTjNIBAks1rH45oBZm8A40NXFCyca+caObQC8fvFSbrt4HY/t2wvAxzZfT+vgIIlMhp0tLdz/8k4E+MDGy2iPD3HLilX5wbQGUileaW9jXqwkf2MyP1bCkd4eVlVVU1M8R/+gBtfwwK2tYNVy50+PYTA8cEsxBC6eu0kddUHJOA49iQT1sRK+fPNb+P+eeQqAP7rsCl440URZOIwtQvPAAPs6O9jR2kxRIJi/ebGAebESjvZ5YzgYoLq4mN1trSOO47jevO5lkcj5/HgzkljFSOiS09omV3lB5oX876eqwjAm7d34GMcbDNDS2R/UmYtn0mRdl6Bt86Wbb81XV9y9fiMHujupLCoiZFsc7O6iL5lkd3tbPk4UBQKkstkRsQIgZNvEsxnKGI4LGcfBtmRSM7VNebeNGUakyJ9x5NzOOmJMFtx2MGmwyr1Eq5oTRp9DG/7jXwHY9Ud/ekb7SzsOLYMD+d+P9/chQEc8zrLySuyo0D2U4Eev7qMiUsT9u3dysLuLXCfWo329vOPh77GmuoYH3/luYqEQIdsmlc2OGOB3MJ0+q67usylWiNgQWIAEzn1XVOMOgdsDEhgxILk6/2ZlAqM/lWLriUZqosX5gbDW1dSytbmJZDaLAV7t6qA2GuX/f2kbYTvAAX+Gkm/u3Ebacbikto4VlV4GtC+V5Js7thGy7REzmWRch8vmzZ+zCQwrsBDXbIbMTr53aylgQ3AdElg53U1TalIClkVRMEhPIsHRvh6ubPD+AP7y0AFioQid8TiJbIZIMICTcOhNJglEh/9gLSmv4HWLl/DE0SMAvOfiS7AR5peU0jwwQFk4TG8yyYGeLqqLorx4ool/feF5grY14qbjXF1EzPYbnIkYpwuT+m9/gC8BAya0CUunX1RnKGx7l0s9iQT7uzvp959+/ubIYZaVldMyOIhrXCKBAC2ZND3JxIjtg7bNTcuW8/iRQ2C8wcKvnL+Aba3NtAwOUBoK05EY4nBPNwtKynjxRBMX19ZSHrmw+rhfaLHFuP2Y1BPgDuJVkOLNchLcpGNtzEG5wXRP9+9y7m/rX137Ov7pmafy1d6l4TCO69KXTDKUTtGeiBMJ2Aiw9UQjST/JWchxXboScR7dt4eN9fO4Yn4DTx8/RsQOYItwuLeHZDZNeSRCwLJYUl6hkw6cB25mH6R3DC+wYhB+vVZ7TJNZmcBoGxwck3D42o6XGMpkeNOyFfz84H6+t3sXv3fRGhzXwKgEmiVCbzKZ/32i0cCNgcgcn/LMCq7ABJb4swuEkfFGA54ixiQAG5ELp6xWzRwZx2EokyYSCBAJBElls9z2g+8zkEqxuLycmqJi6ktiPLpvDwOpNFfObyAcsKmOet0bFpdVcGl9muriYgwGDFy9YCHzS0ryY2UMpdM8cewIb16xio74EDtbWzjY08XisnIaYiV0xuN0J+JUzvWBt05TrtpiMmNgGONg0k8DYcSuzC8jvQ1j1yFW5Tlvr7qwpbJZ4pkM0WCQcCDAUDrtV1YkeL6pkYWlZdy2dh0DqTS72pppGrCZV1qSr7BaVlFF1nV5tauTaDDEPes38mpXB4tKy/i7624AvMrOp48f400rVtDU38/OlmYa+/pYVVFNXSxG88AAx/v6ePPKlRMmMaa628ZcZNJbwWQRu9773biQ2Qt2Pdhze3yBuSB3zuQqL3IJjFNxjSGeyRC2bYK2jTGwp6ONzz/7NKsqqzje34eF8I6L1vByexvxTJoTgwPUx7xKwOJgiF8f9gbvzFVfCBC0LL74plsJWBYZx+H5pkZuXLKUm1esZH9XF1sbj2OMy8XVdbiu4enjR+mMx/MPX05lrj7UOFvG6YD0NrDq8lUXxu3DpJ6ByJu16nwazOq7b8cMT546mE6TyGaoKopiMHQnEvxg3ys0lJTy9tVr+f4ruwGva8mBrk72d3XS2NdHXSzG6upq7r0tCuMZAAAgAElEQVTmOoYyab7pd0m57eJ19KfSpJzsmNKuuUYkAHLuyrON241JvQhuN4hg7KVIaJMmMtSkvdbVyY6WZlzjjXsTtCy+uv0lOhNx6mMxdrW24hiXNy5ZhjG5QbKyuP687Y+9uhdj4E3LVlAXi/FqZyfGGJZVVLK4bLjcuDgUYiCTonVwgIuqazja28Om+vmU+uXgoUCAP73yakrDYb7ux5JzeeEwJ29w3B5w4/kbEvBKTA1BTLYJCWkCQ43PNYZdrS3s7exAgKF0hgde2UXayea7jy4tr+CIP5bFs03HvW4llk0DpTz2qtdF9c3LV7KmupbDvT0UB0NcVF2NAeaVDE97WBIOewP7JpJcVFXN/q5OLpvXkO8TX1lURFcizt6ODjYvXHS+v4o5wbiD4HYiVl1+mYiFkRgmexjRBMackesycqq/lbc/+hDJbJa7128kkc3yje0vYVvCoR6v4uJgTzdH/OqLkkiYtOOwuqqGQz2dJDLDyRHXeBWg4YBNd0G1lm1Z+VgTtG0qwhH2dLRz84pVZB2Xw91dzC+II0XBIPu7OlldXU1pWLuonisme8wbX6Ogy4hYZRinFUwfiHY7O99m3V131nUBw80rVtIZjzOYTtGTSPqJBodv7dpOZyIOQH86Tbavjy3Hj5J1XWzL4rWuDo709rKjpRnbsvjQpss43tfL9YsW82pnB7evW8/B7m5e6+pi64lGfvzaPj58xdXctGy59m8/B4wbxyR/AwQh7j91Lb4Lk0ohkddNa9vU1HGNoWNoiO5EnKJgkHmxkilLCp4Y6Of5puPURWMMZtJ8+YXn6IrH8wnO4319BC2LrOvy3IlG2oaGAEhmMxzo6eT2devBeGWdC0pLKQoGeey2O+hKxLnj0YcJ2TYf23x9/ngBsfJloe3xIWqKRnYxi4XCtMWHzmsyYbYkLs5u9hF9QjIbZByH1sEBBlJpyooi1BfHpmw2sFc7Otjd3sr8WCmtg4Mc6e2mqb8PQcgaL5nZOujNuPUH8xooCYVJOlmyxpDIZgCvMnMok2FNdRkfvfpa3rF6Le946Hv0JZP5Sq0Rn8d1yLguA+k09cUjHwSUhMK0Dw2est2z5fyeFkPfxBBCSu4tWKix4kKWu55IZDOUhMJURc9+kOjRlQtDL72AARLZDKlR3UAsEQSwxeKK+Qv4wvPP0BWPs7HeS6o/tm8vWeNy5yXrqSiK8qPX9hEQi7euuoi6UTEgZNsM+lUh3Yk4Qcse91j9qdSkEhin+1BjTj38OCmX8eOCMFxDo86nCzaBYYzhWF8v+zo6iGfS1MViRINBXm5r475dOxhKp2koKSHtOF65NxC0rRH9UtOOgzGGPR3tvH/jZVREimge6OOq+Q287A/CV1kUpSsR51hfH29ctoJdrS2kXZelZeXs8ueCB3ihuYnfWbbi/H4Jc4BxjsPQ14AgOAe8hUP3A2lM6FHEKj3Z5uoCkHVdnm08zrHeHgKWhWsMRcEgb1w6NUnBVzvaKQtFsG2L11o6sf0/+IUyfqVFd8EUidFAkK5EnIf2vEJH3EtqfPflXcRCIW6/ZAPlkYjXX7pgP8YY0o5DrX8RUh6OkMhk8tMkgjctWkVYu5CcM1YFSBHGjednNzHGATL6RPUCF89k+M3hQ/SmkgTFSzpWF0d5w5JlZ53wNMawt7OdumgMx7gc6OnkyWNH/UTn8FmeixVf3f5i/udEJsPLba1k/aToc03Hea6pka++5e0A+SeqrjH5vuquv25FpMgbi8cf6LPwc8QzmXwXNjW18gMDO8cAMANf8H6P/TmYAcS+fJpaps5GIpPhv48eoScRBwHX9Solr16wcFKJzsneqFsiDKbT3LLiIjrjgzx57BjJbJaySISrGhawraUZx3VJOllsEYqCQYJWgPahofxgwJXRKFVFUR5513u447GH+e7unfzhZVeMSET0pZL5Ks9YKJRPpBYyApHAueu+rUACizDZ/RhTlh8bx7hDYBVr9cU0OecJjLTjMJBKEQ4EpnRKsH0dHbzUcoLv7t5J1nXZUFfHfx89Qsi2CVo2lghtQ0OICBnXpSuRoKqoiKJAkLTjkHa96QwrioqIBILcsGQpS8oreGTvK3x9x7b82Bm5uZn/+PIrAe/pyyN7XsYSGR5fY/uL3L1+I8lsRoPIVHMHmDDraXQKqdngeF8vR/t6aCgp5XPPeiP7//6lV7C1qZHfXXH2A8LGM1mCtk0ykyWRzfCm5Ss51tvDC80nyDgOhuGbkrJwhMG0lxAtCgYZzKRHTHMWsm2iwWD+qcTRXm9Ggc9seRKD4calywhaNns62jEY1tfW89ujh7D8C5hEJkNvKsEbly4/68+lxpebVs2knsA4/f5SA8H1iF01rW1TZ2dXawtDmTTzYyX5WHH3ho282tnBhvp5Z7VvA6SzWQLhCL2pJI5jcAtuFqRgvdGGMpkRz+BcY4gGgywtr+D2Rx9iW0szAJ/e8iRtg4PUx2LcsGQppeEwu9paWFtTy/raep5tOk51UTQ/7kY8m2Ft7ZnPNKBORxrvjrcNgqvBnj/dDVJnYHtLM32pJPWxEsBLTB7q6aa2uJiVVdX59c62sqCxv4+s6xKwvHsMx3jV3wFL2HqikY64V+n9t7/5dX5K1f5Ukngmk48h9+3cTtvQEN/etSNf2fGVF7fy+5deTpEdoGVwkO5knLJIhOO9vdTFSigOhehOxKmIFGGAjvgQtdEYVac5rtZkKy90rAyfVQfBNZB5FYMFYoAgEnqDDvY7Tc5pAuNgVxcvtZzgq9teBOCTN7yRKxsWnPWTkrTjsLu9hbriGIKXca2KeE8p+lOp/M1IcFS2NRoMsrC0nBMDffQmk1REivjjy67EsizqimP5pyCuGXmJ4riu97QVsC0Z9wImN3e7mmJWHUTvQex5BU9IPgpuJ1gl09s2NSUO93Tz3V07sUclBdOOw3WLl4xIIJyJmuJi7v3VLzDGUF9cTCQQxDEujjE4xlBVFCVoWwjC+zZs4gf79tDY38dQxisJXx6JEB60qY+VcPf6jYQDAR56ZTfBgsF9g7ZNfyrJLw8eJBIIsLKymscPH+LahYt4/eJl7GxtoXVwgFgozOsXL6OhVEetPpfEroGit4HTBjhgVWm11gXONYYjvT3UREd2yaqMRDnU033WCQxLhJJIhE88+VuyxqW+OMaKikoG02lcY4gEAgQsm6JAAMcYPnz5lXzn5V0UBQL5gb6H0mn6Uynev+lSAmLx0wP7/W6tfluLimgfGiTlZKktjrGwrJTueIJfHjrIGxYv4dqFi9jd3kbPYJLKoiJuWrpszOdVU2PkwMAGKf8nfxrVMh3o9wKVcRyO9faOmBlQRKiIFHGwu2tEAuNsOcbgGsPejg4yTpba4mKWllXQUFbKbw4fLjj+8DaWCCKC8e8xHNeQdVxSWSe/Tkd8iFVVVWxrbqYnGWdJWQWJTIYnjh1heUUlNy5ZxraWE7QMDiIGllRUcOm8eTqI5DkmIhC8FAJLMU4nEEIC9Yjo0AHT5ZwlMNoGB3m26Ti1BVOZHu/vJWBZXHOWA1LFM2lcA//y/DMc7OkG4P5XduUTFzml4Qi2CCHbJhIIcNf6jdRGo+zt7OCxfXuxLQvHGC6vn5cvVV9fW89d6zdy/+6dWCK8d8Mmjvd7feR7kwlWVlZx9yUbmVdSwhee2wLAezdcyqLy8jk9kOe5IoF5GKcG47bg9TMz4LZC6FINHLOEfZLstXUWf5ObB/p5/38+xtHennxs6E0l4Vg/S37WzFv++W2cGOgn7bi0x4eIhULcvWETH7j0cm5/9KH8k4f+VJKFZWX89WZvzJV4Js27163n9y5awz0/+gEAH7/+Dexoa+a7u3YCuUFA0zx++BB3XLKBt1202n9aY+mFxnkiEoaADn44WwjeDYBrDF94bks+2fkvzz+DAf7HmovPaL+O69LY38fO1hY+s+VJOuJxbBGKAwEG0ikClkXQtllaVk4oEKCpv5+KcJjb1q3nP/e/Cgw/pQzbXvXnghIvQdmfSvLeDZvyXUgAEtksicFBfuQP+PmRq69hIJPi10cOcfvF61lWUYljzIht1Lkm2r1sljDjPGIUvEEz4cwrC/791rdxsKuLu370A1zX6yoKsK3lBCE7wE1Ll9EyNMi+jg5uW7uOnx/aT1k4wkPves+YGU4idgAR+LvrbyCZzdKbSmJbwv6uTtbW1LKqqoZ9HR1cPn9BvstZyLbZ3dbKwrIybly6nFQ2iyUy4kHKVJqTA4CfgoiAVGqCc4Y4Z3fcB7q7+M6uHQQsK3+h8d1dO7lnwyYunTf/rG72iwJBMo6TDyAATiIDYe9EzlVefGjjZRzs6WJJRSXzYjHW19azvLKSzQsXc1FVNQe7uzHGcKC7i/JIhIbSMpZXViLi9TU71NPNztYWnj/RyK8OHeB9Gy/jyvkNrKurY29He/741dEol807u6c/anwiQQjfgMkehli1N1VrcBVY+n3PFssrKrnrkg3MLynNJwXft+lS5sVKzrhL1ivtbWxrPsFQOj3iCWgkECCVvyAIsLSikpJQiD+47EpKwmFO9PfRNDDAX22+nk9veZKM4/CuteuYFxuu9okGQ/SlBv4Pe+cdJudZnvvf+5XpbXe2V616syTLtoxtuTuODbbpBttAgORAQoCEQ0hCEpJDEg6HmnMCCT2hxPYxxpwAgQR3uWK5ylax6va+s7vTy1fe88c3O9rR7sqyJFsr6ftdly+0387OfiM077zv89zPfTNRlogC/Pf7foVlO1JVgM9ue4Cru5aRLhb58a6XuHrpMpbEao7rtbi4uDibx1XxOnaPj1ddN2y7kvLzapFS8puBfg5MTfKtZ7ZX4tMtKZkuFjEsm83NLbRHoyhCEPf5+d5Nb0NKyaGpSZKFQtVcfUs4UqX8jHh9DGfS/PMbb6LG768cBmbf+5MD/UhbkiwW0YTCVV3LaI24aqHXixMzBnZZTOiqSns0xlAmVWWePVUosKX1+AtUhyYneWKgj5FMBltKR1VRLohoiopEEtA9dEZjeFSFd6xdz5OD/Zi2zb7ERPlnDjcuZvcwfJqGKMKeiXFyhsFTgwO87//dzXTZ9NeSNgcmJxlOp0iXSuR2lbh66XI2NDZVihsuJ86xRLS7LC5eswJGwTTm7TTOzJsf33YDErkcByYT7E9MkCwWUIVAUxQ6v7+f/hvb0Lti2LZEVxU8usY7161nY2MzerkzAnBoeorJfJ7b2r+CAJ7MfI4He7q5fvlK6gIBltXGifsDpIpFNjQ0sqNs6BnzeXmsr5eb153DyngdV3Ytxadq1Pr9blf1NUQID0Jf7cylupxxtEejnNPYyO7x8UpRMOLxcUHLseWaH0neMNg+2M8dL73IeC57uB9jS1LJHF1f3IEB9H3616iKwjXfvhWPqvJIbw8DqSQ+VSNjlBjPZfFrOlfF/gZdUdlR+mLVmJiNrHQlbrjzh/SVo9PA6RTHfD6EEDQEgjze10vcHyB8nActFxcXWNfQyHShwHs2bKpEmv/dlddwYVv7cT3fRC7LS+Oj/GTXTkazmare7XShQHMoTFs4wvnNrWiKcKKVpc39hw4ynS/wgU2bSZWKZEslPKrKbedsIubzIZGVtUIIZ/xlpnixOl5HybL4+IUX8ZuBfoKaByFAV1RiPj+P9nXz1tXrXEWni8txcF5zC8meAkOZNArOmaMjGmVZreN/9GqVBUXT5In+PsJeD/2WyQc3bUZTVG5/6QU8qsa71q1nJJNhTX09UZ+PqUKBsNfLZy69kudGhnh6aIBPXbwVRSjcteslsqUSn770cpRZewlNUVgSi1WKs7PPE/2pFEOpFDG/43nRGAzx4ugIYY+XZbWvvRLAVV64LFZes0/I9kiU39lwLs3hw2ZbHzn/QiQQPI6Zdiklz48Ms3N0hH965ilmbCr8mkbz13dj7Ukgr27E6kmy5JdD3Piv7+PNq1Y7MWS5LCXLosbnI6h7eHlijOvr/p5a9SUALgr9JWbAZn/i/1AXcCTHiXyOH+54Ho+qVhQkn3tkG5a0saXkuuUraY+6c+wuLieKEILNza0sr63jiiVdeFWNeCBwXN2Fomnyn/v38cLICP2p5JyxstkWfJqiYNg2bdEoE7ksA6kkihDsHh/DQvKdS36KZds0eZx51uWlPyag6zxb+AKqIqjzH04HuP2tN/PWH9/OcDpN1OvjLavWMF0o0B6JEvB4SJVKjGQybgHDxeUE8KgqVyzpYqqQ56d7dqEqCpd0dB7Xc6WKBX728h52j43Rn0rOEZ6risIbV6xEVxRCHg/D6TTnNDZyYHKS6UKegmmxfzKBRJIuFbGl5Df9vdQEAkS8XlbX1SMQ/OsLz/GLvXvZPuRI1kO6B8O2GEqnK93cZKHAingdAV0nWSwwls26+wsXl+Mg6PFw/fKVjGYzFAyDiNdHXSAwp8l4LAdz07Z5pK+bZ4YHCHu8jGezxINOcoiuqJi2hWU7/ji1/gA5w6DG58O0LZ4dGSKo6/RNTzOZz2PhqDEk8NChg9QGgiwrK0CLpsl3bngr193+fQDufuct/HL/XhL5HAPJaSJeL0XTwKOo1AWCmLbNnomx16WAcaZTSSMytld97SoxFj+vWQGjq6aW7ukphtNpTNtGIsmYJa5esuy41ArjuSw7RkeIeLwIBMlSodKtHX5zO+bVjbR+fTeN53UgfH5WxuvRFIVf7t/LPz71JADv37SZpTUxLFvOsdtUhCBVOJxqMV/c0nShgETi03Qe7u3mjctXnpR8aRcXF4h4vcctBQdnlv2+g/vpnp4ioOvUB4NYtl2Zab95/Xp0VeWZ9X34NI2rvn0rtf4AF7S08fzIMKZtc3BqkqjXi1r2vJlt6GvaNtPFAsOZNFd1HY5tPDKRxJI22ZLBkmiMzpmxEVGdaOBy4rgbjbMTIQS1/gA/fddtx/0cBdPk3/fsIVUs8tTgQKXQqZQN9uoCQd64fCVD6TSr43WMZNK0R6OsrW/gvkMHKBoWh6YnqSmrrCxbkioVeW50mKu7ljGWzTKazXJeUzNRr69KMr6uoYGiaSGEYzruUVRWxOtoCx8eG5lvjt/FxeXY0BSF1vCJj2E93t/HztExAppOjd+PYVnsTyTwN+ooQqAqKn2paVqCESZyWbyaxkVtXYxlM5i2zc7RURDwYM8hDNtCV1T8us6DPd1IJJd2LGFFPM7PXt7DLw/sq3hk3PbTH/PtG97CkwP9TObzhD02QY+HdU31Fc+LjFE64dfn4nI685oVMDyqytVdy+hPJemqrSWs6yypqT2uA0rOMPjV/n3889NPoQgq8UQzBJbGyR1MED+3jQ/c9RGG0inaI1Ge6O+nZFrYUlK0TPYlJpysdttm5/iH+PDSr+HTNHYZX2Q0m+GchsNz7o3BEB8673y8msYXHnuU6UKhEr36by850a2r4nVuAcPFZRGQLBS479ABHu3rIaR7+PXB/SSLhwuStpRkDYNN8Tr6QyG8qspvL1tRUXoENI3vPvcMNpIrO7u499BBvlG8kZDu4btbf4oQ8KO+j5ApGVyzTKvyxDiSsMfL+a2t+Mv+HaZtY0sqsW4uLi6njuF0il8e2MeLI44Mu2iale8pCEwkIFldV8eNtatoCIUI6Dq1ZcVVQNf5zvPPIITgso5O7us+SKpURABSQsznoy85Td4wqfEHuOsd70ZTlDmS9XTZ86I+EKwUQ0uWhSKEmzzi4nIKyRkGj/X28Mv9ewl5PIzmsgghqA8Gub/7EAemJit+OXsTE/Qmk9y6YQNNoTBeTWMilyORy2LYFl5NYzyXxS6nnuVMA6+qOnuSUhEVQdjrndNUDXu9XLtsOVLajGaztITClebvVDHPitqTl6hyNlOdRuQ2RE4nXtMhS11VWVpTy9Ka45c5WbbNf+7fy2AqRapYqJpB9ygqNpKtHZ3s/9pOFN3DYDpFazhMrd9PIp/jW89sZyCdAuDu3TvxqCrn1DdycHqStzfliHp97E6M0RaNsrw8IwdOisDlnV3cd+gglrSrOiIzbuiZ0uEDkouLy6lBSsmjfT0UTYuI10eNz1eWYjvvz7pAAE1R+OMLL6Y5HOZ9T5w75znaIhGKlkmyWOQne3ZhlZUXqVIRo1y4fGZ4iCuXdNEzNc223h6uWboMRYg5M7VfvOY6Hu3rYbrgrFcSyfnNLZWkI5cTx068x5V8urxqiqbJtt4efKpG1Oulxu/nravX8O979+BRNS5ua2dNXT1vWbOWuD8wrxKzIxqjYJlkSiV++vLuyloBMJbLcs9uZ7Tl0o5OXk6ME/F65x1zCXu9bO3o5KmBfma0WYoQXNzegf8Eo6NdXFyODyklj/R2M5ROE/Z4qA0EUIWgL5nCls57dLZRb7xc2OycZdL9lw/eS18qWSmOHjnKWiyrx18YHeG5kWE+e8XVXNW1jN8pp5rNHm+5qL2Dew8eYDSXxadq5E2DsMfL2vqG1+YvwMXlNGFRu0RN5fP85/59fPWpx1EQlUXAU44/DXo8qIrjTH7xnb9PczhCSzhMayRK3jAomCaj2Uzl+QzbxrBtnh4exJKSmx94EzGvj+uWp3n3+nPmbBqawxFuXrse07bxqRo/ePF5BPCpiy9lOJOmLeLOqLq4nGqmCnmShQKNoRC9ySkKhsnb16zj7t070RWV9208lys6u+iIxeb9+Xf8+E6mC3mmyh2VI7nt4ZsAaAk7HdaltbWMZjOMZ7M0hkJzHt8ejfKW1WsZKc+4N4SCRLwLFy+ypRK909NkjBINwSCt4chrFo3m4nI2M1qWdtcFAuxXBKZlE/Z68aoafl1nfUMjN65aTUNw7vsa4G133c50sUCquHDzQlUVkM4Y6pJojO7pKc5pbJx35n5ZbZyGYIjxbBaAxlCIoMezoMFgqlikNzlNrlSiORSmJRJx41ZdXE4ik/k8E7ksreEIfclpTMsm5vdjS6fR8cFNm7m0cwl//+jDwNz3aMmyyJRKWLZN3jDmFEEVqBQsJ/N5mkJhJnI5BlLJee8n4vXxphWr6E1OM5XPUxcI0BGNHdXkN28YJPK5iprL3U+8Mm4D5PRj0RYwiqbJA90HyRgl0sVilW+GBASCW9efw/UrVtIRrSHk8VT9fMjjQVcUArruLCblLsmRMq2cUSJnGDzY3c0bV6ycY7Ln03V+a+lyHu7txrRtFCEYzqSp9fvpjM5/IHJxcXn9cPLdBQLB6rp6XhgZoWCZXNa+hLDfy5JYjM4Fihe2lEwX81Xri1/TKJgmAoFHUymZJqqicHlHF7WBADGfj7FsluwRM6izNzIBXWfpMRhsJXI57u8+iGXbeBSVvYlx6gNBrlyy1E0hOApK/N9c5YXLq2bG00ZXVFbW1rFnYhxFUbiovZ2OSIz1DY0Ljm8UTKOcfHb4QDJ7rbCRKEJw3bIV5A2TlnCEiNdHzjTIlowFi5hhr/eYzH1H0mke7D2EkE4HeN/kBC2hMJd1drkHlHlw1weX46FkWQihoCkKy2vj7Bkfx6dp2NKJOl5b31Cl1p7NLffcRapY5OXEBABRrxfTtvFrGpqiYNk2EmfMbCKXo9bv508uugTTthlKpxY0FvXrOqvr6o/p/g9OJnhqcAApHd24T9O4cslSd9zd5Yxj0e6QhzNp/vnpp1DLSQHg+GpIKfnURVspWhZvW7OO5vD8c+V7JyaYKuTIm2Zl06IAGxqbSBWLJIsF0qUScb+f+kAQKSV7ExOc3zI3K7o9GuWNy1eyKl5HplSkLRKl8ygVUNO2Gc1myJcMor75HZBdXFxODjU+H15NJW8YRL0+trS2MZZJM5hJc/2ylWxsal6wSzmZz/P+jZtpDoX5q4fuI2+arKipZfeEE+nqVdXyhkawtr6e+mAQVSjlNCXPvM95rNxyz11M5vP8wXlbCJdlqDX4Gc6k6Z6eOuYNy5mKbQ6CsQtkCtRmhL4WodS88g+6uCxAfSCIwPmMbgqFCXm9jKRTJFSVm1avZmmsdsHP6lvv+TFSwqcu2cpnHrqfommxrLaWHSPD2OURU1tKfn3wAB5V5c+7LkNKiS3h4//1H2iKckzJB7fccxdPDQ5U/gxw+9tu5snBfsK6l0BZKVqDn6F0iv5U8oTGdM8EpDWKNHaCPQlKHKFvONW35HKaEvX5QEos26Y5FManaQymUmSNElva2riorR2vps37XralJG8Yla9nRt5bwhGCmkbE6+XZkWEsW2LYjrfFPz39FIZt85Vrrz/maNeFmC7keWKgn3p/AF1V+dITj2JJp7D65lVr5h2Je6040dfyWiClBfYI0hwE4UNoHQjFbUSfrizaAkahPDumzt5MlAsRWcNgU1MzTfPItwFGMmm2Dw1Q4wtg2Tai7CxuA/sSiUoUqmHbDGcyPNhziG193Xzk/AvnLWAAxAOBY6pgZkolHuo+xD/85nEAPrBpM52xGi5u73Clni4urwGqonBJewfbentIlgooKGiaynXLVrC5ueUVi4czmwyBwLAs8qZJWzjKUCbFty65B8u2ue3hm/jhiy8A8L6Nm2gKhqgPnpjRni0lhmXN6b5GvV56p6fP6gKGbfRC6REQUec/awRpDYDvOoTijO65nVWXV0vQ42FLaztPDfY7iSNIgh4vV3YtY1nN/F3VI1GFgpRg2BZF08SjaWhCqaQC6IrTvTUsi0Qux7La+Al/9mdKRXKGQVMwVIml/9TFlxL2eOlPTp/VBQzbHIbSA0AYRAzsFHLyFrB6ne+7SgyXV0FA19nY1Myzw4OEdC+aUKjx+9nU1MylnUuOGu8upQQBK2vj5E1HdaUKQdG0kEDY66uMq81gS8lQOsXnHn2YZ4eHAOfwfzwH/8FUClWIKkWWKgR5w2Aynz/hPcvpjJQWsvgkWD0g/CAtpLET6d2KonWc6ttzOQ4WbQEj7g/w/k2baQmF+dKTj2FYFtcuXU6yWOCyJUs4p6FpwYPJgckEP9zxPBIqoyMYK38AACAASURBVCO3X/FzAP7giXdgW4Kwx8NkIQ84Gw5LSsKeE+uoAjw7PEjeNPCUF5DmUJje6SmaQyFWxM9e12BpTSDN/WBnQG1B6MsQwjU1dDk5NIcj3LRqDUPpFEXTpCEUos7/ysqnGp8Pv66RLZW4tKOTvRMTZdNeG1UoVSNnM/LPdfWNrKmrn7ORObLjUDANVKHMK+++5Z67eHpoEKDqQAJg2pKw9+yVhEtpg/mC00mdWSNEDdKeRBp7Ed4tp/YGXU5rVsTjNIaCDKfTSKAlHD6qR83M+/qF0REAvvDEI1jSZmU8TsmyaY9EaAqG2FWWmn/+6mvpTU5TME3u3r2LgK6zfeiwouLIg4mUkoJpoinOWnHn2981Zy3JGQZI6RyQZmHYNl7tLDf8NHYAUYRSPpyJCJKzd/10OXHWNzQS9wc4OJXAsGw2NDXREY0dtXgBoCgKqlD46AVvYN/kBPcfOoiNE62uKxqpYoGbVq7mgtY2vvLkYwB85IIL+euHHmBfeezkRLClREFU9hT7JhMAfO/5Z/npy7u55+ZbT/h3vBIza9eRKrJTrsSwR8DqQagtlUtSlqC0Hak2I8RZvo6ehizaAkZdIMDy2jgHJhPY0vGeaIlEuK5xJZuamo/6swXTRAgxx+8CYFNjM4Zts7GpiQe6DyGAj194ERO5LGvrG0/onoumyUAqxY92PF9ZOL785GPYUlIfDJ61BQzb7IPSo5D9IaBA8H1I6xD4fsstYricNAK6vuBs6nzMfLD+4/U38FD3IcayGTy6il910gm+s/WbtPudIsPPf/vXrK1rOKYuXiKXY/vQAJO5HEIIVtTGWVvfQN400RRB9IjDUsm28CjOhtu0bVKlIlva2o75dZx5GGDnEOoR67EIgj1+am7J5Ywi4vUdtWhxNAzLdubaVZ2wR6EpFKI+EGTfZAJbSra0tnFhWzsbv/k1coaxoKoTHF+Lp4cGSBWLqIrC6rp6Vsbj/ON1N1SaIOCsbf/20g5KlkX39BQAX3ziUd6zYRPLzmL1hZQ2yEmE0lT9jdAnIfNlUOpd5YXLcdEcDi84on4kG7/5NQDSJUeF9dXfPM65TU0EdB1f2f+iMxojoOsMZzJc0NpCfdAZXb9p1Rru2vUSu8fHCHs8rK1vmHPYH0qn2J+YoGBadMZidMVq5h1hbw5HeH5keM51cURyytmIMzbir7omhAdpl8BOgXrse0eXxcGiLWAIIXhDWztt4QidsRiqUFhaU0Nz6JUXlI5ojPdt2IRX0+i0PwbABfXOmzri/TaaovB07vN8YNNmLCnJGyZbO5a84mI10/1YqKu7UNFEznPtbEFKC0rPgKhl5p+bUBqR9gjS7Eboa07tDbqc9dQHgrx51RqGUml6klMEda08fnb4ndsQDFEwDfxSznn/H9lxuPkn/xdFCP78ksuwbJsnB/q59+B+ltTUgIS6QJDv3PhW/tsv/h+2lHzkgjfQn5xmJJtBABc0t9Iajrxur/9EcQ4RORAehDhxFRvoIDxIWap+PpkD9ejFaxeXk82RMcnfeONNfPPZpxlJJYn4/DzYcwjDtlgSq6ExEORXB/ayqdHp8gV0fV5FBTjz6g92HyTk8dIUCmPaNg8eOsS9B/bTGo0ipaQ5FOKSjk58mk7E661EQ4NT7LyotX3Ry8Jnv/aTvVYIoSBFFGnnEMqsEV+ZYxFvb13OcOKBAO2RGJOFArvGxvCoKuvrG7lr90tYtuSda9fxjTfdRK0/wMZvfo1vXvwTWOEknj1TVmbOsGd8jO1DA0Q8XjRFYfvgAE/29xHxeinaFu3hKBubmoh4Hb+9jY2OOl0Rgu899wxCCH701nfQ8jrtKY5cL0+58mIG4QNpzXMdEO5acTqyqP9fU4SgIxZbMP5wIbpiNfROT/PCyDDt4eryQaFs6tkWiXJJRydFy8KvaUc1tymaJjvHRtk/mUACy2tqWd/QgGk7h5mZBBSPqtIRifL+TZv5/gvPAfAnF21lMJNiRe3Zqb5A5oECZL4H1n7nUvorgA3hJnALGC6vMwtJHP/koq0Eh3XGs1kOTU/xF0Pv5X9s+j4hj4cdxf9JIp/nYm2S5fF41XPtHh+rymSXyEpSQcE0Gc9kMKRNxOMjoOsk8jke6+vhjrfdXCmGpIpFiqZJxOs9rdJHHKPNZ8oHBoHUViL0Ddz603uA49u8CKEg9Q1Q+g2yPEYi7TTIEkJffZJfgYvLqyPm97OltZWD/gCD6SR50yBVLGLZNjesWMWn7vs1UkqKlrNZnunO7vj9j1U9z4HJSTRFJVjeP2RLJSbyWQSwwd+ErqiM5bI8NdDP5UuWctc73g3AO+++Eykld7z9XVUqjcXGkevsu3/yI5Ap7nhTDUiB1JYhPOeeuHRb3wDFbUgbhBJA2lkgjaj9l7kqLheXk8wt99xVUV7MjKHf/c5b2DEyTED3sHdiAsO22Dk+hmHZeDWVvmSS7ulptnZ0ArAmlqg8X2CWP0bRNHl+ZJimYLjiozOayfLC6BDnNbfSFokykkkzciDDG1esJOjxsLGpmc5YjLFslrt37cSjqa9b8eJkIGUJaR4Es9cpdOqrQHllL7NXQmgdjufFrMaItBKg1ld8tVxOL06fnfKrQFdVruxail/T+Oivb0Yg+NobnA/Tjz/1ToqmyYfPGyMeCLAyXnfU4oUtJY/09jCey/KDHc8D8M6167nv0AHaI9FKzvIb2juIeL1sbmkl1VOkVN68jGQzrKitY8mrLMKcSqR0XJRPykyY8ICcb+GxQcxvwuriciroiMb45f69jOeyTBcKFCyTb+z/KMnPbkMR/8I7fvS7vDg2wtLa2nlnYS9sbSNVLPLBTZuJ+Ryp4ngui6Io6AgM2wJ04v4AI5k0yWKh8riI1wvHEKW4mJD2JBQfBqXGUVVJC4w9J0VxJrTlzhy7uRNpj4DSgNAvRihnr1ze5fVjvu7h7D8vq6nl0w/ciyUlU4UCAJOFAp/d9iAAnmMoQiYLBXyzHjeSzeDTVAxbYlg2uqJS7w8wkEqRLZUqhY6733nLib/AU4E9DUJFKE2OEsM6gCxxwp42itaOzRVg7HDWClEL+tVu8cLldWd2I+Nzj25zigvZDACJ/l4nEbEEf//owwD89eVX8dw7f4MoGwDPjKqCU+xMlYpIqBQvDMuiLzVNfSBI3jRRhKDWH2A0m+HQ9BTnNDj/5mM+PzGfn39/922vzwufh+NpXkhpIAsPgUw45t122vnacy5CX3dC9yOUGNK71fG8sA0Q0ileeC5Z8GdcA+DFzRlZwADnDb++sZGPbbmIZKHAx59yZlfPqY+T+ttH2O7tJfrd9zCSyXD10mULmvMkcjk+/9g2PKrK/rKvxb88/yymbRPxOpKu3zv3fB7qOcQNK1YR0HWuW76S85pbyy7EXmr9p0f+srSzSON5sPqdr9XOcofE/wo/uTBCeJD6SgjcCrk7nIuhj4CdROjLT8Ztu7i8KhaSOD7QfZCVtXFW19Xz5SceQxGC4UyG4tU1bH5wGoGgP5lk1+goLZEIH/3PX1S6izMqjK9dfwNP9PURK4/XG+VCpqC6swJU4qFPV6Sxz4kiK/vYCKFyy6/SIB9n+4izITteGakQAqEvBX0pUtoIcXbP77osHmwpeX5kmLDHy1A6Vf09wK9ptIYj9KWS6IrCtvf/XqVQOZvmUJjnR4cqhQnDsrBtZ+/i1RxlxUzX0ZKn31oxe52Vdpo73hRFKI56TQgFSQOYB5GeDSfshaVobaC1uWuFy+vOQiNiB3f0YNo2NDmNiflOGAXTQBp7Kt/rDA6DeViN4VU1ZNm8VwhBybIq4QT+WcXPgKYzmc+d7Jf2uiPNIbAnEDOjogKkDEDpRUexdcLrRAdSbQaZBlRXeXGac8YWMMCpQtZ4fTw7PEiyUMAGbCR+TUdVFJpDYYYzacayGZoW8NbIGqU5K0+ivFBMlP/3u88/Q8my2NLSRnM4jCIEjQtEvC5WpDSRxYfAznPrr5IA3PHGfke67futE9oUCH0jEgHB9+I4gljgvcLtprqcELaUJPI5pJTU+Pzzpn3MPG44k6ZvehpVCJbU1NAQrH5/5g2DkXSaL9/1nwAkG51DhVK0kVGV/u3dfOedX8eWkpoffpAXxoZ5aXS08vPpUond42P8xQP38r6N5zKcSRMrR6ZN5HOc19SMXjbqLFommqoSO04TwUWDnQWq59gF4qR7/rgHEpcTxbAsJvP5csfSv6Dq8t0/uYuiZbKjnDjyjrvv5CdHKB6m8nmyRolPb72cLz7xKAfKjY2Zf/dNoTDThQIxrzMy9ot9e9nc1My6hmpFwNLaGvZPJhjNZoh4vHhUlYl8jova2isjaDnDIODxEPKcXuqsuVhA9WtwihgSR4ZxctZCd61weT0wbZupvJNiWOuvLk5+8sq/ca5v2w2A8unNRFfUc2lHJz/evROBIG+aAHx9+2+45tp2mr17AAj6N1Y9V8TrpT0aYyA1TUMghEdVKZWjm+tn7WFypsFy/xlgQmmPzVkLhFCRQoCdBvXE1wkh9LIn31Fuo6y8wNhe9bWrxFhcnNEFjIlcjmSpyKXtS3hueJjk/jHy33uc9IvDJIDbb/0WedOk+e4/xJaSxmBozsYm6PHwwU2baQ5F+NITj1KyLCfSDBjLZaseOzM2clpij3HrL7oRwsP2Yed13fYrgZRj3Pn2c0FteIUnWBghNIRnM1JfD9IA4Xc3Gi4nxFQ+z7beHjKlIgLQVJWt7R20Rqor6lJKnhka5M/u/zWqEHz4vAt4eXKCzU0tVd2STKnIZD6PlBJ71hHc9iqAwqHPn8+62/tQFYV9iQl8qkaN34dSEGTK8s8Z+ejVXcs4MJmgLzlNeyxKTcBPqlhgMp/HkjaWbbO1Y8mCBZfTBq25HGF42ETw9hvagSK3/cr5O1k0Bl4uZy2DqSSP9fdhlruXQY/OFZ1LqTni4GHaNtOFfMW7AmAyl6N3eprOWSOgyUKByXyO7z73LL3J6arnaAgE2NzUTM4wiPh8aEIwkEySKhRojUSqlBg+TefaZcvZl5hgMJ1iVbyOhmCInFliKp/HsG2kkFy9ZGGF6OnAnW9/F7axz/HK4fChS8qiM2IqFrcJqcuZT9E02TMxzv5EAkXA8to4a+ob5vWYGUmnebS/11FDSEnAo/P1628kHphfad38tV34l9Wy/y9D2FIy+62sKgo/H/sLbmz4HAC27+tzPP/e0NrGC6rKwalJpJQsicWQOIEBtpRMFfLoisrSMyGNSAmDVaq65IQn2CetyOly5rDoChimbTNVyKMgqPH7F/zgnoksHctmiHp9LKmpmSPR7ktO8YMdz6MrCsOZNDT7OXB9I+ZlNbR+fTdZo0TeMPnsww+iKQqfvGgrV3YtrXqeOn+AtkiUgWQKG0fGtaWljY5YlPsPHQTgkxdtZTSbocZ/+r7BpH0U+ZksnJTfIYTH2bC4uJwAlm3zcO8hhBSVVKKiabKtr4ebVq6pmOoCJPJ59iYm8JY3IrX+AJZt8+LIMEtiNYQ8Hl4aG+ULb/oiOcOg/kUnrSj3xS3YmgDFWX+kX2P4Y+vwqCqX+v0UTYvzm1vZOT6GyGbmRJ+ta2isdFxnFCCDqRReVaUzFptXUn66IbSlSPMg0h4FwkARKIDnMuCJU3tzLi5AplRiW18PMY8Pr9/Z7qRLRR7qPcSbV65BVZSK/PvzV1/LredspDXsNCvAiVjfPjhAaySCIgRPDw6wNzFB33SqSrLdGAwxkctStCxSxSIhj4eY14euKhQMk72JBHvGx7movaPq/vy6zsamZjaWo+Et22YonWI4kyGo63REY4RPM2+c+RBaJ9I84HhUEAZKOGvFpQhxmhdyXU5rbCnZ1tvDeC5D3OcUIV4aGyWRz3Plkq4q88iCafBwbzch3UNt+TM8WyrxUM8h3rxqDbqq8tlf/yUvDA/R8+avkjkwgWnbCASr6+pREFi2zf7pSRQEl3d0MZ7N8u3uj1M0TDY09nLbEQUMr6ZxYVs7m5qasaTEq6p0T02xa3yMdKlIeyTKOY2Nc84/pyNC7UAaLyHtFEKJlFOLxkHpQCjHFml7MphRWrjKi8XNoipgDKdTPNbfxzeefgoE/PGFF3NZ55I5m/28YXD/oYMkiwW+/8Jz2Eh+/7wtXLtseeWxtpQkcnlM23Lm0GZ+tsWPZ1BSs6mV+r+9CqEojA0OYNiWk8Ps9XJZ55LK44UQXNLeyd7ABAGvjrQlJcsib5pY0kZKGM6kWd/QeNy58osBoUS44021CLWZW3/hpIXcfsNysEdBOb3GYVzObBL5HLmSUTX25dU0ZMHJS18ZP5z4M5HL8q/PP0tPuVM6czB574ZzmcrnyRsGzw8P4VFVVEUhPfN8E0WKcS9aQKsoq3RFrWxmvJqKX9e4ceUqnhzoP+r9KkLQXPoIzb4z64NQCB/4fgtpHgJzEJQ6hLYCocZd5YXLomA4nUZKWZXsE/Z4GcmkmcjlqkY9B9NpQnp1gd2ranz52ce4a/dLfPGa3+blxDitoQiqUBhMJ9k1PoYqFK7uWkpXrAZbSh7r62VpTS266qgMfbqGR1XomZ6aU8A4ElVRaI/GaI+ePqbfx4IQXvBdXV4rhkCpR2jLEepZms7msmgYy2YYzaSrkjqaQ2GG0ikm8jnqA4cVQsPpNKZt459VLAh6PKQzGcZyWRoCQR7sPsjd7/0e6Z0jDHzESdlr/fpuXvrEz1j/1Ztoj8TY/+xTqIpCY+jwc+cVg5fGR7Dsc1AVZc7hefYatjwer0pDO1MQSsBZJ4rPIK0REALUZQjPplNyP2fSfu1MZNEUMHKGwcM9PUS8nopsy7IlD/Uc4qZyp2SGvYkJ0qUizaHD0UKqUHhuaIirli4jWyrxcG83/3bLN4mUSvj/ais5wyBdLBD2ell6XjNsXs6Tg/2VqDKAe/bsImeUuKS9o+r36arK+oZG1s/qqA6mkiyvjaMI6KqppWUBD43TBqUO1Dak1Y+kLKG1h0Hrcr0qXBYVpm3P64ilCFExzZzh0w/c66iv5iDRVYW+5DQ+TePN3/8Aw5kUX7/nPgSCqy/byIUtbTSFw/yvxx9hPJvluuUrKuoOq9xV8apqVRzq2YYQPoS+FvS1p/pWXFzmYNoWynyLhYA/+NXP8apqxYg389g2cobBX2y9nE9dfClQli9LUIBDU5NEvT6SpQLjuQwh3eOY7CHZ3NRC1OdjJJNyxtCkjfNTznqlKwqKcnauETMI4UXoa9zodJdFRaZYQplnpFkIR10xu4Bh2Qs7PNm2ZCidIlksoCsKerC6GKopCue3tBHQdTY3NVPvrx6dMmybkKaTLhUXpULzeA25Xy1CqUX4r0XKAqCenDRElzOSRVPAGEqn+M7zT+NRVPaVTbG+9ex2SpbFxW2dVZ2S3ukpvr/jORRE5bHfee5p3rthE4Zl8fTQAJlSEb+mU7IsXk5MkDONsulfnqjXx3QhT7pUqhpRmS4U+I/9e/noljcQDyw8l6kIccZ1SYRQwHsx0jzEHTccBBTQliO0rlN9ay4uVcT9gUqxYsZHwpYS07ZoPKKQ6FGdDHRFCFQh+NTFlzJdKKAqCvWBIP2pFBPZLEOZND+/bzu5Zmfj8FhfL3smxvjzSy7HtG2iPh9F08KwnHEqAbSEInTVxI9avJjPDMqt6ru4vD40BEOYto0tZeWz3rAsFCHQj/C78mka2VKJomni1TS+9MSjGLZNT3KanuQ0ySce400rVjKayTqjIbbJ8poaYv4Afl3HlhJLwpa2dkbSaXKGgcRprrRHY3RGzpz9govLmULI63HMZI9ASggeociqCzojJrPXk5mGSjwQoHtqEgFs/D9v4c6XXqRQbo6O/NlG7DUtBHSnQLE6Xs9IJkOyUMSrqRRME00oNIcjBDO/i51VznoDyRNNHHE581k0BQzDsuaNGQIwj4gQ82oaUlLVhZWAqiqULIvBVIr7P3QHA9u7AbB7G/ALyJYPJ5qioCgKYY8Hv6YzVO7Q1vh9CESVidfZhBA6Ql8F+qpTfSsuLgvi1TQubG3nif4+FCFQhKBkW6xvaCReNuab6RY8PTQIOIeTpmCIkUyaGr+frR2djoQzEOTlyQlag+Eqcy3DtiiZFkOZFP/j8qtYWVfHAwcPULIsvKqGoghMKdnU1PS6v34XF5djIx4IsL6hkZ3jY+hCwUZiS8nF7R3cst5x/J/dWexPJvnNYD9TxYLzXp8l2/aoKvsSCTqjMVRFsLK2jt3j4yRyOYbSKTyaxtr6ehoCIR7sPoiEiveOoiisqT9+I2wXF5fXhoZgiLpAgJFMhrqyEed4LktzKFT5eoaYz8+GxiZ2jAyjKypSOAWMn+zeyX/se5mvXHs9BxIJbKiow8EpeNhSMl0okDMNbly1mkf6ejFMk4Jp0hAIoatOoVNdZAb3M+vjjFLt9VJiuLi8EoumgFEfDPH+jZtpCoX5ypOPAfCJN1xCIp+rmOXMsKaunvdu2ERTMMRXf/M4ALeds5HV8XqEEBi2TabkONkOfnQtAuj4xRDTn9hIxOvlY1veQF8yyXA6hQ3cvXsnAG9dtZb6YPAMiCxzcTmzWVpTS9wfYCCVxLRtWsIR6gKBBdUQq+N1fOuGN+NRNSJlU7zpQp5UscDQp+9jQEoaXhzG+OhatKCH9924hVXxei5sa6M+EEQIwfUrVrFzbNRZk/x+1jU0VslL58M1g1ocSGkD4qwd9Tmb2dTUTFs0ynAqhaootEWiRH1zu3vpYhGJ5KK2dnyqxptXOYbA777nLkzL5k+3buULb/wSQ8C6f7gRpGB1XR0BTWNFbZz1jY3U+p0Dz/UrVrFrbJRksUhjKMTa+vp5f6fL4kOWG2ZuUtrZgSIEVy5Zyq7xUfYlEihCsK6+gbX1DfN+XmxobKIlHGEwleQzD92PV9N4acyJVP+j//ol/ckk1yxdxo0rV/HzfS9jWDYXXLqcZbV11AUCrG1ooD4QxKNpPDXQj2U7uWfNoRAXtbWj6O6ewcXlWFg0BYy438+6+gZ2jo9hlE03x3JZLmxtqzLMAeiIxtjU2MTO8TFKtgXSiT1a39CIpihYlk3H569F+Yt7GQ158HXV4vnMEkrJFCXLIl0qcePK1ewYHWYw5Zj3CKAhFGJ1XX3lgOPi4rJ4ifp8Cx4K7nz7u+iZnuItX/oGSHjbFet4qKebK5Z0kTdVHuvrYTybJWOUMGyLoO6pGHiqikJLOMKKeJyGWVnr8UCAy5e4I1WLASmLYE84Xyh1jkngfI+zk8jSDrAHAR2prUboa9zkg7MIIQT1geCCxcY73nYzL46O8LO9eyrXQh4vV3V1MZXPk8jlGN8zzFe/sJ1UOaWo+0//C0UIbrvjw4znsiyrjVeKFwCNoVDV2KvLqUPKkrNWSAuUuGMUON/j7BzS2AFWD6AgtRUIfb2TnuZyRuPVNDY3t7K5uXXBxxRMg93jYxycnERVFFbF6wjonirl5mQ+jyIEbZEIiVyeG1aspi0SIaB7aAgGuXRWQEBXrIbWcIRUsYiuKHP2MoulcDGjtHCVF4eR0nBMRmUaocRAaXT3FKeARVPAEEJwbnMLbdEo6xsaynOj0apNATimWhP5HCGvl4vb27m6axlBj4eQx0PRNBnPZlFVweP9fWSvrSfb5COTz6GrCu9at543rlhNVzlytS4YYM/4OPGAH01RWVVXx4raM8/Z90zC6Y4YgMftprosyB9f/hkmcjlKFzmHiAc/dAdv/cEH2dbTQ9jrIVks0BQKY0vJBf/4didL/a8fon17nrf/8FaSxQKts1zJAT555d8A8JWHPvuq7+fIzch0IV+Zf60PBKtMg12Ojm0OQekxkKZzQahIz1ZI/hlw+O9a2jlk4f7yYxoAE4wdSJlDeLecgjt3WYyMZjO8MDpMSyhSmWufLhR4tLeXgmXwh+dfyM//6fvIWY2UqX2jCAR508Cv6TQEj67EOl6klEzm86TLnl71weCC0fIuc5HWBLL4MMhS+YpAerag6MuqHycNZPFBsHOg1AMSzJeR9jR4r3T3Gmc5pm3zYPchpgsF4v4AtpQ8NzLMH15wIW3RKB/82U9RheCPLryIh3u7GUmn2dLWjld1jljD6TStkcic5/Wo6pwxFZdTg7TGkcZLYCdAqXWKl2rj3MfZufJakQQ0JCao9eC9fMFGistrw6IpYIBTxGgIhqq6nrMxbZsn+vvoTU7x6991Nqm33P4hruxayv5EgqeHBvjVB39I3jTgD9dSt7qJbDk+MeTx0hqJsiIer6Sc+DSdc5tbOLe55fV5gS7zIu0k2JOACmrTvB0PKSXSPAjGSyALoASR+iYU7eixdC5nJzPRp61f3+1c2NJFQNcZzWYYy2ZYXVcPOPLRjU3NPDXQT84o4dU0cqbB5Z1dhF+FEitvGOyZGOPQ1BS6orKmvr6cUlS98bWl5JmhQfYmJlAQSCRRr48ru5ZWEk5cFkbKApQeARFFKN7ytSKUHgVzN7ONkaTVB5QQyswmREcqjWAeQOrrF+zEupxd9ExPE9Q8Ve/VmM/H3sQ4HlWjK1bDbXd8GIAf3vJNUoUCHk0tGwgLruxaUjETPhbSxSK7xkbpSyUJ6Dpr6xvoitVUDskz0nFZ80OeHOinZ3oKIRxTwVp/gCuXdM1RpbrMRUoTWdwG+BBqbfmaAaWnkGodQolij54HgIj/DOwkQm0+/ASiCWkNg5wC4Saxnc2MZjIk8vmqtMHmYIju6SkOTU+iqwoKgoDu4YLmNp4c7GPvxDhLYjVkSiUaQ2HaI9FX9TsNy2I8l8W0bWr9gQX3B7aU7EtM8PLEOCXLYkmshvUNjQRO8hpxJisvpDWOLNwLIggiBnYGWbwP6bkGRav2OZPGDrBzlbVCpr8ClJBKE8Kz4RTc/dnLoipgvBKHpibpnZ6iORSuFCHSpSLberqdvGZ/AI+qogjBRW0d1AcDPNLbA8B7N5zLstrDXcPdOAAAIABJREFUxYtjRUrHn/hoXY+ZLkkin8OjqjSHwlXmXy7zI6V0Kp7mS5D9vnMx+GHwXjEnH16ah6D0JOTuBASE/hCKjyDFNQjVNVJ0qeaP/v0TPDM8xAP/7XaAygHEljYc8V4O6Dqbmpq59Mcf5byWVmI+X5UBFzjqixe37a78GQ4rMUqWxf2HDpIuFan1+bGk5MmBPpKFAhe0tlU9z0Ayycvj4zSHw5U1JZHP8dRgP1d3VXcFXebBGgNpV4oX4MQzysz3QGaAWckvoY8B1bJcIRSkECDzgFvAcHEOAPN12KUsx6jOQhWCYvcUmUwRgEf/4P/yKMeuysoZBvcePIBpW8R8fgzL4tHeHnKGwVr1k1WPPTg1yaGpSVpC4cr9jeeyPDcyzCXtbuH+FbETOAXMmsolIXQkCtIaQiiHD5RSppl/O6yUVRluAeNsZrqQRz/CE8Xx27MomCZ/dvFllev1wSBvaGknVSpSFwiysamZ9kj0VRU5p/J5Huo5RM4wnN+F4+WzrmGuIuDZoUF2T4xR7w/i13QOTk0ynE5z3fIV7jnkGJHGiyCCCKWskhFhpC3AeBFmFTCktJ0RM8VpgMn0V8Da73wz+afYSt2iGf05Gzit/nXvTyR44EN3oAhBfzlh5N7f+zdWfvlN7PrEz9FVtXLd+swDHCoVKXxiE4oQdESjnNvUfLSnr8KwLHaNj/HyxDi2lHRGY2xqaiZ4RBVUSsnTQ4PsnRjnmhpnE/Pzwb/jqq5lxF1p2NGxJ5wFQmkCZv5evcjSY+C7sTJTJqUEcyfk7gDroPOwzD8BFlJtcgsYLnOYGQ+ZHVZUtExCHi+KEBRMA592uEORMw0ubGs7LjnnQCpJsligudyd0XEiVvclJlhT31DVOTk4NUnE660qiNb6/JXYxZPdNTkeFv2sq6g+VDqbiJHDF8yyl4ESB+sQMPugYjuRVcprI/l3Of3ojMU4MJmoel+mS475ZsEwMG27UtC85fYP8YN3f4PRZ/vmfa5XGjPrnpqkaJk0llWmmqLwptDnMIsW6LurHltrfojr4/Bi6UuVa3F/gN7pKba0tL6qA9HZiXSqUHMQkLgFW6ggy85Hk7eCUgfhTx/+aSkBGxTXy+RsJ+rzzUlDBFCEgldVsWy7agxUVRTObW5hyxENjGPBlpJH+3pQEJU9hWXbPDc8REMoVOXlky2V2JeYqBp/awgEGclkGEynWFrjFt6OCTsxR2UllBDSGkFWFbgFoMI8sbsurz+nVQFjISx7blfVq6rg8fLlG99CUyj8quTgAE8O9NOXnOa6+N8hgPum/4aJXI7rV6ysUnEMZ9K8PDFepQrxqhqP9/dyw8rV7rzqUZDWAOR+BGiHq5jZbwIl8F42a0GxQWaBI30ClPIcmotLNVGfj/ObWxDfvhVw3qeKEFzasQRFCLb1dpMqltAUQd406YzGaAnPnVGd4QsP/A2fuOKvAfif932mqrMxnc9X4hJnUISTeJEtlaoKGBLJkXnRQgj34/BYUepAKkhpIMRMsUeC2lw23wO0NQAIrR1p7kZa46DEANMZVdM3Lpgx7zq/n300h8Ksrqtn78Q4ilCQSLyqxlVdS8vqqAF0oTiFT8vkv//8k9x+67eA+QsVUkqG0ikEgnggULVfmMjnCGjVRUoB8+6HF1wT3MXi2FDiIHSkLFTe71JaIEyYkzCiAB6kPVLed9hgT4G2xDHpczmraQyGqPH5GctliPscD4yJXI6lsRrCXg+7xsZoCIbQFIVsqYRpW6yMH5+fnpOOVqwUL8ApiHhVjf7kdHUBwyghEHPOGV5VZTKfZ2kNLseCqAGZA3G4WCntLCg1Veo8OfleMHY6nhfhTyPCn6yMkBD73yj66lNw82cvp1UBY0U8ztXfvpXmUJg7bvs2ANd+9z0EdJ3279xGy6zrb/vBBylYJktral+1Qd50Ic8K8cesi6vUqC8B8Fuxz1KyLIbS/8qS2OFVoS+Z5Ldr/xZNUSqPvST8V5Qsi1TxTmJHRMC6HMkCHZLZXwkVKWqd8ZKss3EU4U8i7Slw1RcuC7CmvoHWSITRTBZVCBpDoYqC6oaVq+lPTpM3TZrDYZpD4QWLjZP5HA/3dDOVz4OAn768i4vaOirrQMzvpzRR3Z2RUmJJOWdWfWlNLY/09hDSD5vQThfyNASDp1x9cTrkvQslgPRcCKXfHF45Au8FzxaYvBk4ovjgvQZp7gGzF4QXPJcgNDdJxuUwihBc0NLKsppaJvN5PKpKUyiEV9OIBwLUBQL0J5NIoLUc13z7Ec8xo7yYGTP706s+y3Xfey8eVeXSjk6ay8XRWp+foVS6qqHybP5/MZHPcXPzF6vWoEntH9g+OEjL4XMMiUKOjuirk6OfrQihO+a+pUeQchqkAGzwnIvS+BxAxQNDaXwWKUtIY29ZtaWC53yEtvzUvQCXRYOuqlzVtZQXx0Y5NDWJKgTnNDaytr4BRQhUobBnYhzbtgmXPa2Otvcfz2Z5eWKcdMkpVKyM11X2JlLO6cc6iLmCooDuwUZiS1m1dhQsk5gb23zMCM85yML9SFsglKBTvJBJ8FxZeYydeE9Z3ZkDqxeZ/jwEPgiUQPjcteIUcFoVMJbW1DKSydCXnK6Y9IU9Xi5f0sXOsVH2JSYwbBuJJFUqcuWSrgWLF7aUjGUzpItOh7QheDgJIGcYRzZJAWdRSRUKVdeOVhoR8z6LywxCbUcGfgeUBsj8b+di8MNO/UIc0fXQz4XiA4AJqEh7ErAQ+trX96ZdTisiXh8R79wP8ojXO+886ZFYts3Dvd2oQuEDd30EcMbLHu/rpdbvJ+L10RqOEPDoJHI5avx+LNtmPJ9jWU3tnEjmjmiM5bVxDk5NouCU74IeD29oaz8ZL/esQNGXItUGpDUKgFAbEUoIGp+d81ihBBCe88Bz3is+r514DxjbD/8ZV4lxtiCEo5aYb+yz1h+Yk4Y2n/LCnnW6mPHCKpgG23p7eOvqtXg1jaU1teyZGGcqnyfq82HYFhO5HBsbm+YUUJfVxhnJZOhPJSkfvYn5fK7p+KtA0ZqR6k1IcwSwEGp9lffFjFoLQAgPwnMOcM7rfp8uix+/rnNhaxtbWlrneOZsLPtTmLaFV9WOmlrTn0zycG83AU3Hp6m8nBine3qK3162gqDHQ43fj1/XyZZKlaKGLSUF06TtCCPQkMfDito4+xITlTSzyXyOoMfzqk1Dz2aE2oT0Xu2klNkjzvnDcyWKNitW19xzeOQMwE78f/beO0yO67zTfb9TVd09CRhgEInIBBDMSaRISpRIUaKp7LXvtUVSkqMcr702La99d9da3d29vo9lWV77etdaS7JkMTzyXtlykG1ZAaRIBYpKBEmAmWBAIHKY2FV1vvvHV9MzPdMDDIDumW7gvM8jcbq6uupMY/r0OV/4/ZDy66HrtlClNU90VAAjdo7Xr13H/pFl3PDl/0AlimuBh2tXreacRYu44h9+i1IUsXrBwml6FeOMZRkPvPgCe4aG+Jef/SwAd973C9y0/hzKcUxvqcTfH/pPrOjp5YqKWfP9cOwP2DV4lDesq4+qrutfxJee+z1W9PRyVdfvAPDA4f+LShJz2wm2rZxpSLQETS4zHQzGbc6qSPlmZEqJp4uXo3IrGq+zMnC3DEk2hokj0FL2jwwzUk1ZMamcM4kiRIQdR46wYGmFchxzy9nnsuXV3bx4+BCxc1y+fAWbli6bdj0TGF7DhoElHBoZoZLELO/pbYuMarv5vas/jKZPWyl3tAyJz7NABdafKqE3vWmYNsgwSKmhC1Tg2Hx084d58dAh/v2b/zOlKKqJBlfihIOjo+wZGmLNQluTvOXc83h09252HD1CJYq5ZtVqNgwswUl9sMwBN65bz77hYY5WxyjHNldMFRgOgPpBNHsa8n1W9p1sqAUqRLqQpHHVVTMClGdisFP9MMAZ6eQ0U3Aidu64n02vynd37WBxpVLT4KrECXuGhnjmwH4uX7Gy1ur6tRee58jgGCLgvXLxsuUN7ZqvPmsVvaUS2/btpepz1i9cxCXLlgcBzxmw77pBwNWtIVy8EuKVqPpp+w/Agp1FggPpg3gTEp+4xkmgeXTcX7iIsKQo65x6/FgWrJPZuncPe4eH6nQr9g+P8MTeV7ly5SoWlCuct3iApw/s47KyIsDuwUEWd3XVSkHHWd7byxUrz2LL7l1US1YV4pzjhjXrgnf4LHCli9F4PZRvAInBLZ1xAS3RABLdMLcDDJzRjAuBTkUQ8kkZ175ymRvWruN6NXeAY332Z5rDAhNovh8d/TJIBNIN6dNo9ixU3jKhFN6se/kh8HuRhf8FPfy7QHRGbUZ8thPSRyyAoaDJ+Uhy2SSNkcBs8McQp5hcndFf6eIN68+eIg7XGBFhaU8PSxtsXAKG+sNmgahq4rz5dnMt63oz0mT3ENVRyPeYBk80cMYlUNQPotWHIX8VELOjLV3b9Dn5dGU0yxipVlkwKSEC0FcqsWvwKJdjRgNLu3t498ZN7B4cJM1zBrq7WdTVuCUlco6Lli3nomXLZzWnnMlovhetfhv8URBB3fLi73difm0YvMAClLU2knjTxGPOrODliaA6hmY7QIfNWdItm/H9PRk6LoDRDJ49sJ+v/Py9CNRcS77ygXuIPnEnV660kqHXFHaK39z3X8nVc9GyxVywZEnDCOsly5azfmE/h0Y/QxI53rG654R1N053fPYypE+AHgG3AildXFtciOsNSt9NQFXNs17TQnwoZFJPlcVd3cTOMZZnlCObLr0qmc/rqjLGOR0WD/NdeQGg6Q+sr3R8YRx1of4Amj6BlK9r2n18uh0OfQBQ6PnpQo38+ItxVY+1syUd/W+u/gCM3Q9uIeKW2++VPmUL4fJr5nt4HcWSrm5u++R7WTJJZC/N81rAciqd/HfTTmj6BCBIVIgmShfqj6DVHyCVNzXvPvkedOx+GPoLQNCe96PD/wsy0z2ZaTNjbiYpEDd18T7XqGbo2GbQKrjlJj7tD9l7UrktBDxnQeIczrk6ZyOwwMbKrvr1RDmOWdd/YgGyMKfMjPph+/uly1pGVMEfQMcessTIbN+7Inhx7HsNodlTkL8EdBXVGmvOqH8f9QfR0a8BY6ARmqYQrYXy9Yg0J/RwRgYwZvojmtyDGjnHBUuWcsGSpbO6Zl+5fMJOJ2cKPn0eqt8wG1Qc9PysZVcrtzY1g2HRvpeKFpN+JF6LyJkhoqp+0CbiwY8CYu9xcjUuOXe+h9bRlKKIG9as48GXtluCTyBT5ZLlK0IFRYtQzcHvAZmiUSILIN/ZtPv4/e+xgMW4e8nQPdB7ly1q/HDD8mhVtexutgX8KLheNLkC16GlpJo+V7SN2Dwp4lC3HLJn0dKliITvtNnSVy5z9arVPLLjFURMAcur8tpVa2ZsZw00gXwnyJR+f+kD/+rM5eAniG3eHwTpoWb5LssLd7SZ8dkuSL8H/ghIGU0uQeLzO3Mj4/eCP1pnWy+uH81323wdrTrGiwNg7acXLlnKD17dxYqePmLnGE5TRvKMjbPcawRODs13AHmt2kJEQBaj+S5L/Mnxq7UmBy5m0sxSHUXHvlKsD/ot4Ff9OspVSLKp4XVhfN2zF3QM3ALEda6FjKqiYw8DEeIm5gvNX0Kz1UhyTlPuc0YGMM5fPOFmMm6H9qb/eQcbBpbM88hOPyyj96jZHxaSp+L6i2zq00j5mubcxw+iY1+1MuihzwAe7fklqNyCuOmZ8onxpYUwT6lje+pVFa1+q+jrG19c9UP6LTRa1PQy2jONNQsX8s6Nm9h19CiZz1nW09tQ7C/QLBxIF5a1nLTx0zHbmDQLTZnqgiSSoOJtIeHWTX9J9jxUvwVuAIkWojoCY/ejckvdwr5dmZYlnjxnFIg4M2zQqjm3BGbNxoElrOjpZdfgUQRY2dfXUEQ40ESkF3S0CC6MUwXpbl7Fgz9YWLyXJizfBz8GCMQXgvROr7zI95rwuPQXGd8qVB9GUSTZ2JxxtZi6+UKrzOgap9UGxwONuHj5CkSErfv2kuU5vaUyN68/JyREWo2OgDbSGmvu369m24uWiSIBIwmqFUi3oPG5DSujrTrkftBDxQFF4/OQ0ms6s2pLh0EPIq5REmo7hADGybNp6TL2j4yw8+jhmpvJit5eLmwguhc4Vao2cQx9ovbFb77JHnp/tWl30XQr+DEkWo4SARGQo+ljSPn6hq/x6YvW+z30PwFF+/4DUr625hnfMegROPoH1C+u/gRI0fgipBQCGKdKb6nE+Sfp6x44MUQEjS+yxb5bjkhsi389VGdrdsr36f8jy6oO32uP++6yJxSmWjlDUQqePQ5uca0yQaQLlQxNt3ZEAGMa0Urwu4CJ4K3qGFA27ZHACbOwUmFhsDCcO5KLYGwzqgkiJUtK+H1Qal6rWaP54HjPabYNpKdWySVSQt1SSB9D4/PbfmMyPcOcQeUddVUt1h7jwQXHi9niRLikEPmejWtJoDlItAxNt9TphKjmgJzU3++MGhh+H1Bf+S0Sod5bxVajAEb1e+CHamsIW2s8jbplMwoQtzXiLAgzTZPFQxNbzc7IAEYpirhp/dnsHxnh9V/+j3SXEpZ0dYdJpCWUiize1Mi9B9fEDWH+Igx/xu4yvokf+kvouRPV66b926o/AOlDIANA8YHKd6Fj30EqNzZvXHNCMQlPI2RGAp2JxOej5JA+jqppTVC6rrmtGtFSEwlFGf/8qFZNTDhqVM6bW2ZlWlahAv5w88bVAsYXWpM3JG7gbiQ+G82eM+s4+jA3qBEo3YjI/DvjBALHw8Vr8Ho9pD+04AUxlK5G4ia2T7pF0PsrlsEd+nM71vtvQfcgldsaVzn6I0Ul2QQiJdSnWHVZp1U3xZBsgPRJVPqw9cURiDeAdG65e6u466YPAY0tl2F2riWBJuKWQbTeRH6lF/s+H4XSlc1tNZd+0FeACS0t08xi2nxgz41B/oqNb/wSIqj0Q/YcdGAAQ6QLjVZDvhsi62wYd3+RuDlV93CGBjAgOAHMFSLOrFK7b4fhezANjJ8HHWluGaWUAc94m4qhJgTYIDCl2XYY+isgngh4DH8Wuu9E/WBntZPIQuj5BZscB//MjvX+JvhdSLxmfscWCJwEIoIkm9D4vKJ1pKu2oW6W8rdIF1oqXI3UWy+3OCjd0HBBIxKjsgj1Q3Wq5eigVTJ0ICJlqNxS6HrsMBeo+DxTDA8EOgSXnIfGZxetJOVpInGnOmeIRFC+ER3dDN13WLzT74XSVTO3aLplkG2vLeABazlzvUxt22pHGmWYVX2hkfMCoBBdgcSrQ/Iv0PaIOChfh2Zrwb8EJEh8NhKdfOV9o/lE4vVothX1hwtB8MyqMpJNJ1HdPbOzVbsjpavR6kOmMTKeYE0uBde8tdIZG8AIzB0Sn4sSW5mWPwquD0le31yRmvhCW1i4FUVvKtD9HogvaHy+DjNzWWjWvHHNASIRWroexh7AMjtiZeHx2fZ+BAIdikjS1JLDqbh4DRq9G/K9diBaeuxFRnI5jH0V9ZkFDHUQyI8pztUOjC+0Gm3kRMo2/jb/HQKBYyESTdHBaPL13WLoemchtJeZDo6b+X6SXIDmL6J+v2n36IiVkJff2LEbfhGHxGshXjvfQ2lr7rrpQ2x5YGvtZ5i5EiMwd4hESLIWaN3fr7heqLwZrf4A/KtAAsllM64RRMpotKJwQLNgqDkKHobkwpaNs9WI64bym81UgTGQhcecL0+GEMAItBzLpq6HZH3LfKolPgfVQUi3YZt4heRCJN7Q+AVuFXS/F4lWFpocFCWiI80VCpwjXLwSdW9HS5eBjiLRyqZ7LgeOTfAEby0ztUGc6vXcwN0wy0olF69A5VY02wr+EESrkGRTU92UWkn42wycSTR7ztADPw3M7nMkbgFUbkXTJ8HvNu2c5IZTyvjONWG+CASOTcOkgFuEVG4u2l/dcdfhUnoNOra5qFZwgIdoPRKvb9m45wIRgah12nEhgBGYU1qVeRBxSOlyNNkIlbdYyXkDG8Ta+fEaNF+J5jsxDQlvG5LyGzq291tcL+JCFnU+mMlSK3D6IdESJOo0nZxAoDPp5PlU3IKmOa0FOoePbv5wqLwITGtlm/E81wuV28z62Y9YQsQNtLRSq5Pn1XFCACNwWiHSBdHxBXlEYutpzXZCfK5ZrsXrOiaTGgi0O6ZQPwrE1gpyihyrDeJEaJSVPZXrBQKBU8NKpkdA4oY2gydLmDMCgUAraHZ1l0hsFZ2dmT+dF0IAI3DGIhK3vB8ucGYwo6XWGYrme9DqI4USv6DxBiS5pCmBjNMJ9YOmoyGVEDwNnJFovh+tPmwVkAgan2vVlAd+xk5owgbhdJiTVcfAHwTiwso5tIe2M6HyovmoVk0rAikqFMJ64kQ5nYKxIYARmBWqo5DvM5V+t6SpWZJAIHD6oP4IOvo1kB4kWm5e6+k2VFOkfO0pX/9Uv2jrs7I59P0m5Dvwo5tNzyJqvfCtqkfTRwvNHgEUjVYh5evC3Bo4Y1A/iI59BehCohVmtZc/i1bT+R5aHW7gblTH0P0/aU4n3e+HeGPLNL2m4tPnbcMxbsfoFkD5RtPZCATOAHy2E6oPmYAugJSg/HokWn7sF7aI41V3qeaYLXl5ToONqh78HjTfY4mRaFXTxTPbhRDACBwXn74I6bdg6FOAQs8H0NLrcXH7OVyojtoEJ91zNmmoptaK4l81h5Vo7Wk7YQRmphMj2K1AsxcAh7ieSQK5vwHZ82jp0uZ6rp8SuSlkp8+C6wN/GB39is1tybqW3lmzlyB9HNzK2jylfidafRQpv2ba+Z2cJQkEZkLzl0AVicy2XMShLIfsRWTRnyOuty3+9lWr6OhXC9eh2IIY1QdQvRwpXdLae/uDUP2WJY5cUhw7jI49CJXbGq5z2uE9CwSaheoIVB8EWYC4cu2Yjn0dut7VlKB/sz4zqopmT9n3u1bBdaPxFS1fU9i9PVr9VmFzXALJ0fQHUL6pJh7crLa6diAEMALHRP0gVL8JbhFQlGtJN1QfQqN3tk22UHUMrX4XshctoSl9ULq25YrftrDZbD7Pw38FKNrzc1C5ZWZ/+EDgdEaPwvCnUCLIn7Fjgx+D7jtBx8x+tB3o+11ItyLREnssZVTLkH4PjVe3Vsw3ewakv37zIUsgfw7VK2Yt/hUIdDR+EKRUC3RK312ICCrYXEHvvA5vHM12gD+E9P3uxDGtQPo4mpx/bOvlU773y0BSVy4vbiGa7wY9VLNehNOrPDwQqJHvAXJEyrVDIl2oP2zPxavnbWjTKi+yZ6H6iLkAusSSqtWvo+7NLa/u1HwHZM+DO6tWGaY6gla/CZV31q03Toc5IaySAsdE890w/CmgNGkz8t+BKpSvh+is+RxeDR17GPIdMHyPHej5JQssdL3NFH5bdd/sOdD9Zsda+ziV0LFHkK5bW3bfQKBtccsxZ5/JpdUKEoO0vjJJ1YMOMV4FMiP5bqu8mIRIGdVDlmFt6VirTFfrcqAK+NqRsCEJnNa4pZA+w/jfvNb+/h0U39ut/Fs38dAheyA9M7eD+H0wafMEIBKhIuCPQtS6AAZk1ro7FWGipSQQOK3xoI2O139fnvTVm+Qip6pFZeXSWsBRpILKAjR9ovXtqfnLIL1185hIF5ofAT0CYjpbp8s6IgQwArNgph7PhjPKnKP+KBz9z9QFWYb+B5CiyUVI6eLW3Tx7EYY+i+Im3fsvoPsOVEdbmpkJBNoS1w+lN4LuA38YcND1bkiuaLnoluZ70eq3rQpEQaOzkNI1jS2VXT/kL9VVhFjfamT9ta0kPhvSH4JMWtDoIYhWtE1VW6A9ec/nPwfAfT/2E/M8kiZw5Hcg3wV+d/H4Q1apVXlDXba1Fag/hI59G/QAIFbJUL6usa6EWwB5tf71qhZAaHFFmURnoelWVP1Eu5mOAiVwC+uHeRqVh59OBEvVU8QtAc3RfF/xuBeIAIce/nco0RwEOg+CHwbXg7hFM5yZg44gUz6XSMUEzVtOycYwFVHs/Tq9CAGMwDGRaBna9R5QByOftSxqz68Ch21SaSGqeeGLfAjoReKVjTdAWqVxkEUmsiutQso0DOSIA4JKeODMQjU1oa1kA+gqqH4f+3yUkLjFuhJ+CB3bDHQhboUtOvK9aPUbUL5lWnZVkvPQ7FnUD5leh6bg90ByOXrgp1FatwGQ+Dw0fwXNdxZzSApUYOjj+KFP1u4bNiSB0xX7fj9cHwAQB5Ig8bktvndqc4WCOAsimq7E/VB567QWLonWoOljVrIuC7CM8F6I102r8Gz6Z9Uth2QjpE+jJNQ2KCN/g458AQlzQtsyHrjY8sDW2uMQxDgZctOfSb9Pba3vVkH3u2H0i6d89WO5yKlW0bFvWYU3Ang0Xo+Urp0+T0iMusWoH6yfF/QoRKtOeZzHQ+L1aPYkqlltbOoPWkVIUW3arGqTdiAEMALHRP2wRQ5H7itKkBZA+gPovr2lGRKbNB6w/rbhzwCK9v6aidFMbQlxfdDzs1YeNfgngPXSar4LXGtLtiTZiHbfYfcZ/GM72HMnROeETGrgzMPvAT+MRCuBAVhgCzjNd9tzLfwS13wHkNfaRkQEooGiV/xgXa84gLjFaPlmSL+P5q+CJFC6Eok3tby2TKQE5Zsh3436A1a+Hq9GR/5m4veZlHHt1AVGoHmMV148vOOVuscdW4nh90L3+8x9ZJIGhua7rb0rbqG9ef7qpHnKMF2JXTauScftuW6o3IJWv2drEokgvgBJWivgCcU8llwN0Xp7byRBotXopI2bVY65WpA2zBeB0wVVRce+YZ/JeLXZLWsO5HDk/7T9CK3bjGu6DfyOWvuHqkL2AuoWI8mmaedL6UoTA/epBWf9kBV4JRc2dVyNkGgJWroGqt9Dx1cxbjFSuq7l954PQgAjMCOqOVS/Acl5MLYI6IOunwJGEdfa1ghNnwK/t9BggOo5AAAgAElEQVSWKKou/CiaPoqUb6g7V6SEJldC9WEgA8QWItEyJG6xRodbCaWrIX0Uy6IquDVI6fLW3jcQaEc0pXE1lBbPtfLeI8z4labVhoddvAKNbsM+uxEi0ZxlKERiiFcjrMbvv9OWG+P33Xsb9LwXlYWQXIqL1zT9/oHAvKLVGbpTBdWxGRtXm0NKwwpJkRnnCnH9SOVNqFYZnysm00q9GgvGLkWipRPXrs0Vbweq0PMLaHIhEm+cU9vGwMyMV1uEFpJTQA+BPzyhHxFZgkL9ftOqahKNPqcWrHjaBLYLRAR1A3a8UQAjWgZdP1LsYQ5Acg4Sb6hVQLQal2xA47UW6JESyKJJgp4eWfTn6MEPAK7jA50hgBGYGT0MQx8HEsifs2Mj9wIZmlzWWkGa/AUYuhtFJrQlhj8NPXei+tppiweXnI+6hWh8rm1korVIvK7lPfcigiSb0PgcKL/JfJeLiUpVbQLT8b654EoSOM1x/SA6pV/b20bF9bf01hItQ9PH645ZZlKOeW/7cm+/ailrgxmBsfvx3IyLW1+CGpig3SocxsfRbuM6adxii2uqR/ruAoq5Ao9EAy2+90LAT5+n0OPOU+1XWZkBiYkOV79rwZ+QQAmcNigztoj3/cda5XPrNuOFqHAdrqgCaYy4xUh5/qoeRCowZX/ms52QPmJt9ZV3QHwOqtU2nM9mTwhgBI6B0FioU63cuqVENJ64XINjhkTLWm6bOhMiZSiyIzDeAvMQHP19QKD7p9B4XcO+uUDgdEFcPxpvgnQrKoVwpg5DchHS4gAGbjlEa9D8JZBexgW1KF11QmK6x+qHbRU1rYu9bwU80vdBoFAQl35IH4MQwAicRojrRZOLIX20mCucLa6TjSAzieQ1696L0WQDpE+iUrSk6hAkF04X4Jslc6lX4wbuxu/7UdAhpO+3a8fVrYB0G5psarkIamD2hMqLU0D6wXXVtKpg3Gls1NouW3lrETQ6G7LtEE3S/PMHYA5aQpqF+kMwdj+4hUVixJtle9XPa6DlVAk7qcDMSD/0/qaVaQ19wo71/jroXqTVJc3xBui+w1o0Bv/IjvXcAfF5HVEeqenjhbJ6Ed10y4/ZNxcInC5IcgVEK9HsRXscr2u5Fg1g80L5ejRbB/5FTDj0bCRaftzXWrXUnkJHI0YW/ck8VUwV2dTJSLfphwTmhEZaEx1f7dCmSHIJRMuKuUKReC24FTPbmTb13ldBdBaabQcEidfbemMWqD+AZi8DORKtArds7vUn+n4D8oN1h0Qiq1rVkWm2r4FAJyLioPQ6dGyz2YHiAG8BBLe85Z83SS5G/V7TnyECMmvnSi446WvOdYJEs+eBGCkEk0UcyjLbkySXNXZp6wBCACMwIyIC5deZmCaF04ffD6VrW764l/gcE7fLn2NCW2LlrEWzrBzUNgNzsRiqv7dC9gwM3TPR/jL4R9jvsKBh31wgcLpg/dor6wTy5u7eMZKsA2bveKKqaPp9SLeZ3ZnmaLYFTV6LS85r3WAb0ffvwB+dMsDBljs+BTqD93z+c6ePiCfjc8WK1rajznhvB9EqC0CcAD59GqrfAUogDk23WoVZ6YrWDHQm3NLCGWGit141Nx0P6cwNSSDQCImWQNc70WwXkCLRwJwlGEzA9y2Qv4rqUavQcsuntbE3QnXMAqT5TpBeJDl3fhIjOjgtoGlBDMH2dp05X4QARuCYiOuDyluhdC2QgVt0QuXYJ31fiZDytai/AMpvMDXfSWI0M6GqaPYMpFtMNND1osmVc9w/rjRuvYGGHs2BQGD+8AcgfbLI/I73w2dQfQSNV8/JfDeOJJeio/+KerU2GB2yMvHya+dsDGc6p53WRGAaJ5sBVT8M1e/VbWBUvbVtxOvmdHMi8Xo0fRLN95mmh6bmtlS6uqP72gOBRoiUkWT9PN07KQS3Z4/qGDr6FdMSpBfYj2bPoCN/C9mjQHMrMY55LXcWZC9TH+ysmhSA9E4/v0MIAYzAcbFMxdLjn9iKe7uFwOx7UjV7xtxIhu8DBHp/GaqbUbm1puDdakSc9c11v7+wgC3s4fxuiFrrbx8InK7M5steVUEPogd+HsQhi+89rpCv+j2Yq8BEa5pIbDZk/gBELXYymoRES6Fya9GCtg/cAJLcMGdzV6C9ue/HfiIEVpqI+kP2GSe2SpDjbfz9AYC67Ot4JlPzvXMbwJAuqLzZKkDyl63qIrnR2nAC80ZwHAkAaPYC6GFkUvus6gjo0WO8qjVIvBbNnkX9LmABUC30wV7f0Zp8nTvyQGAKlgl5zIIX+bN2cPC/Aznq1s7pJkCSS8zmqWi9qdm6nkLfXCAQmBlVj1Yfhux50CPmcDD6z1C+qaGFmele7IV0O+S7UbegvtpCYD6+IiVagkRvnPP7Bupp1wBBu46rE5hqdar7/zfGRbYZ/gzq+nEDn2v4WtO9eB6ynaj01gQFARBlPpyMxPUi5WuAa+b83oHAmYLqKJrtBEYRNwBu6fG1+LL69i4oRLl73gcj/wBETa28mGzfPPW6IiWo3GxBlXwHyFIkPs9aczqYEMAItC0+e8UCEnrYSjZLlx0zw6FaBT9MQ+cSPdzSsU6l1jdXugz1g4hbUAh9Hb9vLhAITDCbL2jARPWO/B5QgtwERBn8M1S6kcot9eeqR6vfgawIdI58DkYc2neXOan4I1Za6Vps5xgIBOYRCzpItALFgT9cZ606jq8+Zm2pCOheOPp5VHqQBb9rWVViJJ57HY9A+zBeebHlga11j0MlRmej/gA6+jWsaiFCSSE+G0qvbbieV62i2SsWKNBBVM6tVYGae4ogiz895y5BIiUk2WguT6cJIYARaEt8+iJUvw7D9wIOen4OHfkSdP0I4uot1lQ9mj0F1Scg2wbJdZjWRFS0buw3F5A5RiQuRMLm/NaBwJlH/hymEj6ZGPI9qB+uV9r2uy14Me5ypPvt+NGPmK1i368j5deFgGMgcBpRszrd9y6zYey7Cz36UfToR4v5A/TAe1CS2rnqD0K2pZaA0OHPgu4D3Yce+b9BImTxZ2sK/4FAoP05XktqLXHSfTuQ1JKnJtL/POrWIEl9u5b6YXTsq4UQt0L+NPh9aOmqohq8Cgv+a1ODF3Np39xuhABGoO1Q9ZD9sMh+WiZE3ELUezTdhpSvrz8/3QrpD4tgRw7JZeAPg1tgAldCaN0IdAzqB9H0iaKvuQviTWYHOsduOu3C7L+gHfT8EuL6bEMCZgPtXzVl/kloZu+tiNTL7Uo3uAVI5a0dYdccOLNRf8T0UvIdID0QX4TEaztyrmjXBbjme0EjxI0HMyfNC64PpBuJls3L2ALtw3ilRai8OJ3IQQ/V6ViICCp94LcDUwIY2TbwwzVXJZUKVH8A1e8Dqa055tqt6DQmBDDmCBOLOgxSKvqnwls/Mxn4IRiesCG1DYlC7y/VnamaQra1XvcCAYmhchvE65HkAmvhCATaHNURdPTLhYPOIqAK1W+gOoyULp7v4bU30TmQP4DqpN50PViI803JjkoCePux7y700G/Y8Z6fRbreFoIXgbZH/SA6+q/2QPpBx6D6dZRrrFS4g/D776xrEYPWBjJk0SfM7UdzpO8uAPToHwCCLL5vyuc/AvFTrtBlmlaL/se8WMAG2psHX9fNez7/ubbRq/Hpi5A9bq5WbgVSumRaJfOZQqOWVJieKBl/Hr8fJanNE4bScPucvVCs2wyJlqLZFtAq+JfslQd+GmnB3NZugd+5IOyiW4yqoukPINvG7f94AFDufcf6GYXlAgAxuG6mW5Hm03vSdYzp1qSR9a/HF+LKQdwq0Dloth0YRaLxlqcu1K2A7HE02XBG2+Md7wta4tWoXgDpU9Bzh00fUkFK0+cAidah6VZUs0nBZLX5RUKwM9D+aPYcaD4hTi3dqCaQbkHjc47rvnO6MpsAiERL0eQye68Emyt6fgGpvHFa8FKilWjVoTo2qfRbARc0cgLT+OjmD9ecgtoBnz4L1W+BLAJZbC0No/8KldtCYm9WJEBWe6Sagw4i8XXTT5Vyce6krXX+SqsHeMYSAhitxu+E9AlwKxEZtGOaotVvI5U3z+/Y2hQRh8aXQfd7Jmlg/Dzo8PRWEOkCytD7f8Dgn9qhvrvQfA+EzEig0/D7gfpqAZEI9WrZkw4LYKg/VLTD7ATpg+RiXLy6JfcScUjpNWh8flHtVi6q3abrWEg0gJaugUO/anapjNgTw59Ghz/bkgxJINBU8n3W8jQJkQTVzAL7HRTAcAN34/f/pM1xXe8C6cGnL7a0HcaVLkbj9WaNKnExV0x/z8R1o+UbrRJu8GOQby8u0N+ybGqgMxkPXDy845W6x/NViaGaW3u1WzqR/JB+NN+HZs8gpavmZVzzyfFaUqc+L4s+jo49aE6COEAhubyxrl58AVS/jbqVto9RhWi5JVSlp+H9AidPCGC0GM2e5/YvHkFkmId3WQDjji/CPW+rFu4UvfM8whPDWmEOAtHsfNNPEpecjZcI3GLwR8D1IcnrprmQiERocgVUH8IqMVyhe5Eg8bktGVsg0DJkEejLmFe3oVqUL0/ZrLQ76o+go18C4qLEfRTGNuP1BlxyTsvuK64fXP9xz3PJBrxbAmQTriXTREADgTYlWgzpfmCiZUo1wyoQ51bh/lRRP1isKzjpdpjjlYY3QlwvzGIN5uKz0Ojd6Mj/mlTw2TkBosAZio4B6fR1uuuBfO+8DGm2zPT5VR1F06cgfx5IIN6IxOccV3B76vWOF0ioe77yliK5lIIsrLdQnoTE56J6FNIn0eFPY0KexdpCQsV9swkBjMCssFaYRyF7AoY+bQd7fhEqNx3T2vRUcPFaiNce/7zkbNR1odEq0EGIzkLiC2acZAKBdkXi9Wi2zZTvZSGmB7MXkkvm3HbrZJi8SND0KbMMi4qeUOlBNYZDv4x3A7iBe+ZxpIYbuBdoXwHBQGAmJD4PzZ5B/eGi7akKfh+Uruq49hHNnoPun5nzdpgT+dyLJMjAX4e5IjAj45UW8115UUPKQIJqWv8Z0mGI1s/XqI7JsQKRqik6er8FO91iILeKB38QmaFdfLY27MdCxMH43HSc86R0JRpvREe/AEQTAYx40wndM3B8QgCj1UTrufdt28Gt5I5/NJuue962zJSrO6n6wu+B9DGzHWQ8mpugYw9B5e3zLnon0YogphXoeMT1QOXNaPVR8DtAKlC6GonbX5RvmhCfPwC9v1p3jkgZxTNd3+Yk74ciiz8JJMHyNHBGIa4PKreg1S3gd1k7Zem6zqw8nLEdJp11O8zxSsNVFRgD4iCiHmgp8x64KLAK5Uuh+jDqFgMV0COgHkk2zPfwThjNd4Hfj0QriyMJ6lZC9iyabDppXcFmByXF9SADf92Sa7eaThpvmMVbjESr0GQjpM+iWgXUTDLKr53voZ0Qmr0Mw3cDcc0ZhKGPA1Uov87EgQKBwCkjbiFSuRFV7Ug7xBoSW6ZHKrVDevQPrYc8337SX5RTMyq6752AoP1/bJVXJ/GeNRqD6piJJLrOat0JnDmIW4xU3tj5c0W0aIZ2mPiE22EafZZ9thvS71k7qjh0+D7rSU8fsedPYC5qPFdUzTlKujv73yFw2iHx+SglyB6zRGS0EildiriFtXPapmKE4wQi/aFpOmAiDkVMP4fpAYzZ27BPYG27GpIibU4IYLQYKym6Bo3P475/cwgoQbS840o8Z0aK/50a6gfR7AXQoyY4FK/tiJL5QKBVjC+E22lxcSxMiG9Suac/iI78C+qPFP2f1o/bHKqTfk4Ahep3UWS60O8JojqCVr8P2UuAom4pUn6NaWsEAm1Ip2+aJT6/Ze0w6g/B2GaQXiRaXrgIDNGMKjDVtGitfdauJ71o8hpcHKpBA83jVLLiIoIk6yFZ39xBzQeywAKF045rXaJktkxvL7nD5obu24EcjdYgyeWnVC0/vRIsA6TtgiPNaLWZa0IAY44Qt7jo2epMJF6Ldr/XlHcH/9gO9nwAxBW9+ieP+gPo6Fdg6BOY48j70OxJqNyCSNdxX3/saw+h2fO2GHIDJvbTSa07gUCHIm6RtcOkPwT/qilx938cjvwecPIlim7gbvzoA3D094Go5s+uWoX0cTTeMGNLm6qCHi4GuHDaxk9VrS0uP1AotzvUH0ZHvwpdbw9B1UCgBVg7zJtb0g6j6bMgcU0TSyRCe38bdD+M/D3gZpyL1B8BcpAFDTccFuh8FtzyYq4YhrHNqLstBDwDbU8j15R2SZQ0+kxKfBaa9ZpQv1sMeNB94NYe9/M2q/WGHjGxcekHHOS7Uf9Vs5w9RcMC9YMW7MxfAgSNz0M6RNusXQkBjMCskGhZzTd9IvvpkfKNp6x/oWPfw3Q1LNMibgWav4qmzyClS0/+uv6o+V1rCsOfBjza83NQebNtrgKBNqbdLNlmw9RFgkRLkOgWVP3EPNGMqL4exizNJt1LSqivYj7s0xcb6g+iY980i1UAtwDKN9TPBXoQ8j2TemytpUf9bjTbgbTQPSUQOJNpWTuMHgHqs7MiUaGJ0bgKQ/0gWv2WCSirgFTQ0nV1lRWqI5A9Vwte2O/QjeYjaPY8Urqyeb9D4IykE7PirUSkBOWb0XRLIY4ZQXwRklx4Uterby/JoOudIMsn5h9ZjOa70eyVY373q/oi8JE0rBhTTdGxzeBHwS0FFLJnLEBavqktKuhOptVmvgkBjMCscaVLzDe9/DoT1ZrBN/1EUK3aImH4npq2hh79KKDQ+ytA4wCG+iNouq3I7C5Ekk1ItKz+nHQr4C34QoRZJCZo9VGk8sZTGncgMNds3buHC5cuO/6JbchMQc67bvoQAB/d/OETu6BbAd0/hURLaofUD4FbSCN7Q5/vhaFPFpbMAxCtBc3R0c1FZUUR8NBRGrbEaaHnEQgEWkrTF/PRCvCPUq+vUQUSZPHd0yorfH7UEh7ZDtPmiNbYemfsAdS9baKCU6tYKfiUuU1K5oYWCLQxkxMinZAcGUdcL1K+HtXXYp+/Zs0X3lzT3JTrSakIgs7wqmwnpN8t2tKcVYAml9QJBZv46JG6xAiyHM13m9h5NNCk3+HMIgQwAieEuD44SaXfxkQm9jcNP2NPm892w8j/Z5UVY/8MCNrzXrR0Ey5eNXFi/jIMfdpyLDXh0U9Azx31GeFAoA0ZX1j0lUocrVY5Wq0e/0VtgolgzRy4OFUk2YTmLxWlpL2gI+ZWULp5eluIPwwjf2M+7m6lbTyyLRBfCHjI90C8usg85FB5R4P5Ia0LlgQCgebQ8rkiPhvNnkXzPVZ1pWO22SjdMC14oToCI1+AbDtEq4AUsm0QnWNVGPnLiNtUc0Ci60dRrU4pLx8Cd3IZ4UBgMq3Iirdz28iJ0Mz5wjS7BtGRv5/+3a9jM5oU+PQZGP4c4CxQGi2DdCuK1ldg6RDj221L0FK0voqtXdqITqi8GCcEMALzikiExhtNNGf4XjvY++tWWdHAOlLzvTD8GVtkSISVgJZMhyP9ARqdNan8qwfw1JeaK0hXCF4EarR79uHCpctqi412R3UMTR+z0moUjc4xxfMGwci7bvoQWx7YWvsZZl+JYT3zP4JmT0G+25TV441Ig0yGpk+Bqtk0irPA6Mg/wdj90POLWMvJOBEkF0G6BZUFgLPsS7QKXGdWvwQC7YhqFU0fh+wZwKPReiS5DD34AaCJlobSBeVb0OxZyF+BaACJr0ei5dPHlG0Hhk2vRxxQBhIrV08uKKoualeG5EqofhOVbqxt7YhVhMbrmjL2QAA6a1PZqYjrRZMNkG4rLGcj8AfBLULildPO99lLMPzX4AetUit/yVxekksgexpNLq4FNsX1o3XrjEKPS3yTE8JnFiGAETgm6g+h2YtWPu1WIfFZTfdQl+QisywcdyjQg1C6Ghevrh+L+qIvdcTcShRqehyDfwrdP11co8iGxJug+w7beAz+NzvW/ZMQX9TU8Qc6k07QmLjvx34CVc/tn78HJePed13XIOPXHqh6dOzrkO8DV1QrZM+j/oDpzjRZdVtcL1K66vgn+r0QLYV8F6gvNiauUDPP0MO/gxLX+ow5+hFY+PsWhNEMkk1IvD4EPQNtj6oHvwf1BxHpa1vHs5pYrt8NshQQyF62uQKlGc5mkxHXXehpHUdTy++3bKvsBs0tSSIORr4CY1+HaAme0sRcceT3gCr0/lvwQxBfYULhbTg/BwIwsb5px/VOI1QVzV+B9ElgDKK1SHL+KQv8N0KSK1Hph+wpYBSSC5Fk47Q5VDWH6neBBKJ+s3qWstm8+r1F20l1wvLVLYPhe1GqhXYHMPj/WDK1+46m/x5nCiGAMU+Yb/hwUQ3Qniq0PnsZxh7k9i8eAIR73/Ycmp8F5RubGsQQiZHyNejAF4BRsztrtADQI7ZIqN5PvY0ikyaLiXFJvA5lBNLHoPtOEDHBn/i8po09EGglqhk69k3UHwTEFv2uB8o3WxVCO+H3TRPAJFpW9H/utRLLSXx084dPXgPjRHCLId8J8RrLkoxutgovgOG/Af8yTHE7cPEaOz8Q6BBUq4WDzi4gtoyfW2Aice3mvKUHId9VN1fo8Gdg0gJ/XsTkZBHwMkTn2SamutniKbqn+O8hpgt/lnDl6+dujIHAKWJuXCmgqB9GXPd8D2lGNHvSggWy0LRo0ifQ/CWovKXpgUIRhyTnQXKcPYKOYMGU5ZA/X1R1fgGr+H47JOebk1LtuhHqFta3i8iCk7J+DUwQAhhzjKqi2VZIH7eyZhRNLixEX9onw6eaQfVhK5+SowBIdBaa7yzU+JtfImmT6LEm0qiB33MJUCjfAsmlQIaqs6CIiPXKx+fZxCGVkBkJ1OiETIRm2yF/mfveefHEMX8QrX4Xqdw0fwNrhI5YkHAaYgKb7EH9fqALiVcWgVsFHcNXv1+UXq9uekBXko32PsoAxIsskzpOvt36Viv/xrIn0oMs/qum3j8QmAs0e256UCDfj6aPIuUb5nFkDfDDNK6ymHRMhwGH6igiFQvm5jstUCp9xVzR3CysxOvRbJvNY8kVUH0QJJuIWbiBYoxLgAqy+C/bssIlEJgJ9cPo2IPcc5vtN3Tk79DSZbiTdPJoJapjkD4KbsVEBWe0HM13odlLFmyYD6QEiFWa+l22dsBbxSYplK4CHbOKOOlBRHAD1iLfSS4f7U4IYMwxmm2H6vfBreCOLz6Potz71i2olJBk03wPbwI9yu3/uAuREg/vMkXt2//hGVQz7n3XDlRXF1aGMeIWTLzMD1l7h3TXHW8G4vpQtxR6fg6G/sI2TKU3mnNAcj3kr6DV74IIGp2LlC5DpGQLjLDICHQi2fMWqZ+M9EO+C9Wx9qrekt4iKDsFzSB9EtWD2FeOR9MyWr6ej/zTtWZrmj0PVNHscSi/qakZY3GLofJmNP2h9aj23QVDn7He+2g50vc7NkxKoEOFZdrapt0/EJgTsudhqj24s95s1Wvaa6PtegCts0yVvrvQbCeM3INZGv7vIJ7fesNv8txjRzn30kU2X0gZqJqVYuVNiOtv2rDE9dhcUX0U/A7o+zVrRd3/k0AOvb+DiBRCfKNo+iRSuqRp9w8EWo1Wv104YlhFpLVDfB91i2vH2gYdAlXETWk/lW7we1FdZy4eCLjFtcpw1RHI91v7VxPcEqciUkLjDZBuhbEHrJrF77Yn0+9CdgOaP2SxTlkI5etsHRJoKiGAMddk27j9n44iDE8EBv5Jufdt29D4grbwAzbsA6/TyiUV/CA68rd88Ee+CsBH/vXHoXQtZE9D+iQfvO1BO/7lO5FScxdOUroOHXsQK9UqQ3y+ieb47eBzGC6imj13omOD7ZelDrQd7Vh5MYFjesnyeI94u8wVBW4xRGvQ/GX7GQHdD5QKq7AJgV31R2D474qqi4lFk/rWZIwlWoJEt5hOx4H3WdknI5Bvr1MFVz9ojkUhgBHoOITpc8Xk59oHcYvMkj17oRDMc6AHwCWYqG5pki16oVej1frqEn+4qES7pcljW4hUbqwFVyxjWlgoD/6Rzb59d6GaWptJCGAEOgT1Q5C/WidILRKh0o1mLzQMYMxvhWoFC3ROdQYZBc3Qkb/DdO/Uzi3faK5j1e9QmwulBOU3Nt1FTJJLURyQF7pa42Mbg3wvuOUW7PSD6OhXC7v2rlB50URCAGOuKcoi6xFglFaIV50s4nq5952XQP4qt/8TCMI9b18H+Q7wL4E7a0KgJj8Aw38LeFPrl6KtI9+Opj1I6fKmjovKrVC6BkjBLUSzXXDkz4DSJLvUu4EqWrocmZqVCgQ6hfh8qD6AavfEF7g/APHatmuHEhEoX4dmSyB7FlCILy9KLIfqgrPiFpggb2lK77iMZ4yva3pLnfrBIltzLDtaV5SBBgIdRrwBqt9GXWXis+b3Qnxu04W3m4GUrkXdQOFCkkJ8sVVj9fxSrariR1d+kqHD9nnd8tB+fnTlJzn30iX84ZfeZZVp+Z6WVKKpHwa/r9ig+BnOOtZzgUA74kG0QaLUURPRbyPEdaPxuZA9Z9XXOKvwxkP2gjkKFRan6ofQkX+x5yaJF1vLzNeh653N1+4rXY4u+SJoiu59PaDQfWedG5q4XgtiZDvmr+XlNKX9vtVOd6I13PtWj0RLuP0fbLN9z9uWFuVP7aOBASDl16Jj3wbdY7FMHYRoHR+89fMgj7HlwZ0AfPCtD5ndkPSAlCaO3/YwH/nnBE0ubervJuJQ12dRWJLCY3mGflodbdp9A4G5RuI1qG4yWy511qLhBuo9xtsIkQRJLoRJ/bR+7ABwtO48VaXxBsBjX0vNDeT66mMm5itic5UOFs+Yno55smMifck1Tb33qaI6VuhzlED626hKL9BOSHw26vdC/nwxVxQL+dJl8z20hojESHKB2ZMW+LFJmdPjosU00dx1k0+fm8jgDv/ltOvX5gq/f5r473yjmtn8hhT6Zc11fgp0ONILsgD1g9SAn1kAACAASURBVLU2TRP0PAruirpT59ulbVwrQhZ/GpWKVTtpbo5i7mxIH6/TwBHXg2ZPF5oTyaTj3Vbx6feb6GbTUfTgzxSBFWD4L1FKE/MEgMb1Ap6BphACGHOMJBeh+Q7Uv2pfNnggb2qVQrMQqSCVN3Lfj18NVG3iqz5K483FTNUjOfY7NmeRoZqj6WOQPWmbOUnArYTu9yPRylo5OL2/Yf3u0j5ODbZpqwJJ2wWrAu2JiENKr7F+S3/EBGzdQEf9/Uh8Lpq9iGrfxLj1oGVcdbB2XFUtY5xc0tRNuuZ7IP1hTQhMmVS5Eq0Eqmi+D0itzSU+u2n3PlV8+iRUf1BspBT6/h2Ub2iJhVygsxGJkPJ1qN8E/qip4LuBjgp4SbwOzZ5GdQEiEX+762f5rbd8nue2HODcSxfykS/9+KQ5ZA9E5zW1RVX90UK8fACRpJgrJgdZJ80Vrh8pXTzDleYen+2G6kMw9HE70Psr5hgXeu8DBSICpevQsa9ZRaLGQBWis5F49XwPryFW6XAZmlwM5IiULMg4Y5KjQVWU1v6vaah6NH0CsicgfaL+XtOGVkWipU29fzPQotq0HSv0ZkNnjrqDEdcLXbeh2XbufddekEVIfHb72ZxNom5s8Uo+8s/XI9FZ/NatfwfAR/7lrfYBdkuQePXE8X++sRDQad6fmabbzMFl+D470PtrVq7uKqjfTW3y8rsguaht3lef7YD0++AHQRI0uRiJN3bU4jIwf4hbCG5hy67fUmVst9J0atInJpYQrh+6boX8aUifsuMCxOubLmas2YuYXXVk4l7d74PhT5m1qlsIC/4AdNDKPt2ytslaav6q2ce55YxrEpEfQMceQSo3zuvYAu2LuH77fHUgEi1HS1dC9YcoUriOiSUqpBf8nuK4B7em6YkfzXcBUgQvqjZXABz9L0AMiz5lbS5uARKtbBthVNVRqD5g79F4gFYjdHRzUTrfHuMMzD8SDUDX29FsB+iIbazdsmlJkflyaRtfi5B+p/bYDdxdfC9Hxe+wFEVRzWvf16oZRAtB3ZTjY0Wis7mBPM2eqSVGiNZC/rJVePT8Nuhu0+LAgR6BaH2d7sh8o37YRM0Ly2qN1iGlKzouMRICGPOASFexSG8j15HZ4lZAtB7Ntxe94gq6Dypvt9LVfBfj/tLgmrrAUM0h2wbD90L+rB0c/Jjdq/c3IV4DvQuBGOINSNx8q9eTQfO95icviwqRUYXu91igdlL5bCBwOiIilkGJzy1aIcoTVSTRVWi80Vo6pAdxraiYspSI5jsKbQ6KFpIcNMcl61twz1NHs+dh+LNAPKHtM/wZ6L4D9cOF7XQgcHrhkgvRaJ21c5Hwh/f/xMRmxA8XLmcVC+o2nfG5Yq+tNWoh1xyIcPEaYE0L7nuK5K/C0Ceo1wH7c6AK5esgOms+RxdoM2wP0rl6DOIWoKXLi0BnsY2VDEo3glYhexT1zgKgRFB6fVM1w1QVsq1FIlUmPnNEMPQxZPGn7PubFNzlheVze1TNqubo2P2WTHVFVUj2irXZVN7SNuOcDSGAETghRJwJ9eXr+MiXzwMpI/E6xC1G9Ww028VHvrKpcBdY3WRxrbwIjkyqWshfNlvJ7Dmk8hbrv28zNNtWiIpGkzYi94F0ofGGjpowAqcffv+dddkOmKjEaGb2RVwvNKiIsiqp1lRK2e9ThfItkL1stpKjf49lcjLIHsPvvwM3cE9L7n9qVGlYJitgG6pA4PjMr4vAySGuB+hpcLwbaGHg7siHwO+D5Aabq0a/iAUxMiDD778dcG3nJKBT10V1TwZR4sDJM9fzxvhn63hVoS65CI1WWiUJDolX1cR/NV5dtHpFSLS8BcF+LTQthDpRcD8IEoNbhiu3mSXtOH4v+EP1jjPREqtg93ug3ax0j0EIYAROGJEIiddYxUPd8QRJ1gKtsSAUKZnlWuXtMHJ3Ucq5BEpvAH8IzbYjSfv0r9cYLyWrQyxSTAo0V0E9EDhVGgl4zccG6K6bPgTARzd/+BSuUrLqJ30StLBkrAsatukC362F7vfWa/v0/KKtmaQ9WuMCgdOBibL17xcHBs3tjCmBAa2aDlGbIdEStOf9IMtg8I/tYO+vm3ChGzj2iwOBNmQ2QUJxi5HS9NYQcf21YEZz1hBTri8OdWdB5d3myjiyy54o3wISodkzSLKxafdrKrXAy9TjdJzpQQhgBDoKKV1lfZ3+EJCC3wnVr4F0Q+kyaMcAhlsB3T9li4yayOgvYzNGe1lhBs483MDdDbIdn5u/AZ0g6o+g2QvWa+pWmBDggZ+xJ4vKEnQIKu8EStB7oWkEDP4JkCL9fzpfQz8mEq9B89Vo/goWZFFgBCndFLRz5olOqmZolyBkO6F+qJgrDsDRj4FUcAP3TT/R9UC0EXo2FXPFnwJVpP+PkLg1CZpTQVw/Gl9iTkvjdpi6B0rXFNUsgUCgmUjpMnT0fhj7GrUqjOpXzY0xuaiorm7D72npY6rQqRkMaFuZHsyGEMAItBXqhwohrRyJliFuUf0JbgBKGyF9BLwtzGofuja1KZLkAjR/sShpU8CbC0Pp5vac4AJnPPMl4DXOeNZkywNb6x5PzaJovhcd/aqJcuKg531mpTbV+UhK9r9JIp1afImrjqLpNsQtALe8bRS5RWIovw78q2iyCaQbidaEDUkgcBKoP4SOfsVaKqTLgpo6jPrBKWXruQU73eKa+KUWWhhKbkLidCPxyqb21Z8qrnQpGq1Ck0sAKUrqgwNJ4MxktmuImTD78v2AQw/dBci0ZI8mG6D69QmpHOnDqhtGsTVIewiC1+EGIFqD5i9ZSy1YQjha13Sh01bTHiu1QIDCqWPsQRj+JCBo9/vQ5FJc6dLaOSIOjc4zi7ChT9mxvrssOBCdhea7AS1EAttjcSGuDyq3oumTNm7Xh8Sb2tJWKXBm0m493bNBVdHqI5bxKFw6xK1A/avQ9+9xpYvqFhs+fQKqj9a2InTfCcQ25xCj5JZtrdzUNmrcIpFZuwYRvnmlUTUDtHclxnwHIdsNrW4BpBDGBfLtdvzA7ciSv590ZgSl66H6TVSKnUnXHRYAHfsmtmzO0awLyje3SEz05JBowFwmAoHASeOzl6D6LdAcENPF8Xun64XpEWvrHP4MUOxF/JFC66uK+tTEydvE2QwKK93y9Wi2HLLn7GDpGnPD7LCEaghgBNoC1SpUv1lYRRaBB7cC0i1ovLoukyClSy2TQgo427CQQvY8esSirPT8PFq6ARevmuPfpDHi+pDya+Z7GIHACTFfm57xLMmxsyajljkYvqcmjmstWt76v7mo7mwT/VpTZFUiNN8J2QtItLJ2juZ70PQJpHR1C36rQGDuOdMDF1CUSPsdphEx7cmx2o+TA7kaLTVRO0D9UUi31M8V/hBafQSp3NK6gQcCgZNifM3w7kXvr3t8PNQPwtg3rDphqGgvzV+w/2bb6k+WHpAI24tEaL4fqIJW0OEvFOdU0NLVhYNReyASm0ZHu+p0zJIQwAi0B/4ADP0FkEw4dQx+DEjR5Io6oR5x/VC5DU0utNfJAuv9dP3Ugh/SB9WHUPeOYDcYCHQyOoYf/ZqJb8bnIPH6orQ7niLGWXuBlYgzvbLE2kQW2FnVh6cL3LkByJ6HEMAITCJUM3QGmu9E06csKBGvReJzESkjIqhUgBTpu8vOrQU7f7XhtcR1g1tv5458xdYZdScshPxVVEfapmIrEAicGprvBArTgKlPxuda1UK8qba2UD+ExudDvheiRZDvB90HbqlVjOsojD2Iuh8JLV1NJgQwAnOGZUFeRbMXAZB4XdFzLli/+rTpwmiwSRHXgzizTNV8B3r409R5oA/+v0AVStfWFiGBQKCz+MiX3g3p4+YKgIPqw2j+MpTfgEiCxhug+3YYvtde0Ptr4PfOUgE8YqqY1TTtjEBgEiFw0b74dBtUv2vJC0kg/SGavQSVm62dNL4Qqt9B3YpJJd2ZHT8e4kCnrk/GH4f5IhBoN8arN4cOD9c9/ujmDxd7kQOgg5bscEuQ2j6jaBuBKcHOKtL/39BDH6y7j7gepGhzVx1B078ttLbseiIVVJL/n733jpPrqu/+3+eWadv7rlZa9V4syUWWe8FgGwOmmWZKCARCe0gcJxBCHEp+T4Ix8EB+lAQceDAkJBDTDMbYuNuSLdSt3lba1fa+szszd+79Pn+c2dGutKu6Xef9eoF278zcOXc9c+453/L5IN4hVNgEMEYTE8AwjBvibQXvlWwPqsTuBnclKrRaZz5zPwLiQPzb+gW5n4Cg7cz933LyJmTQQ+KP5I5uMBgmGSIpJH0A0oe12F76CLhLBwlrxrTIb9AMdhXKXYmIl9GzQPekhq4c6nE+Es4i8LbBoLJwglZwV472ZRkMhlFGJI2kD+qMqHiQrgV3cVZ4ExVF/EYkXYdy56GchTob6u3SoYecd4OzAuXMOfOb2QvAfxqR2ImNTtCuqzyUsUE3GKYKIh6SfBH8Y6CUDkza5RC+Tldr2ZWI2qz3DtlApwAKrJLT64VJClCDgiEDhID4mFzPxYwJYBjGDL3AOAp+bWaBcRCchWQ/dlYVpF9BnLlaCCt8PZJ4Gt1PJhmnjivPLJJll0Ls/VpBt/fr+ljuJyFoRtnD9LwaDIZJh4iPJJ+GoAVUIQRd4B8CK4o4cyDozohq+YjfhrKrUMpFhdchoVW6bFzlnNjAnAHlLtZ97P5RdMZFwJ6FcpeO4VUaDIYLRUSQ5AswoKQv/XquULYu5+59AC3U+149nzAPpSxtfegu0c9XsbMW+lbOTESWg7fnRJ2oXYoKXTpGV2gwGC6EoTpawpcf/zBIEkltAf9oNjGqqys8xCpChS5DWUWIswrS25HARs8j74bw1WeeL1QuqBAiyaGBTekFa/nIrzOcFyaAYRgT9GbkWfCP64oL8bRtmZWrFx0AvfcDPoSuBqtA94dFXwfh9fq4VYJSkTO+l1JRJLQOUhs44YHeAqG12gHEYMjg+z7NR1tpPNJMOBKiemEVBaX5Z37hJEbER3/uQ8NE/qcQQRP4TScWFlaB7juPf1+XcIdvzjyvG1QFhFZkX6pUNKt7cbYo5aIi1yBBBwRxsGKgiqacErdhbPBSHo2Hm2mtbyeaF2XWoipyCqa2he30mStawT82aK5AzxXpY7o6SzLZztQmUGFErsh+r5UKwzlWTUj7e/Rri76lA6sqkrFZncJ/Q8OYYvRyJgnig3QiiT/o373t2kbUrkRl278cSB9E3LUoZWGFViLOzIyroYuyK1FWbvaUg93NBqOUjYQu15oXKgzx7wI+5P4VyqkZ+2u9yJgWAYxUIkXjkWZ6OuIUlRdQXlOK407dSxMRIJhU1jvnTNAE/nGUXYVggwpAbAj6TjzHrwOVr7OpmTJOpRw4m/Lvk7DceYhdhoQuAwRlV2ixT4MhQxAEbHliB/X7G4jkRPDTAQe2HGHNq1Ywa9HkcKs5F0QESe/XN2TxwIohzmosd/ZED+280AregzIcKlcL80oCiOqqDOnTlVZBI+K3XJAV8ZBFyIAfusEApJIeG379RzqaOonmRvASaQ5uPcKVd1xKSdXU+6zouWKPbuEcmCvcNVhTdVEtPTCoOVSpKGJXQPx7QAJI6wdSL+v5Mbwe7Auf45WVByYpYhiE7/v0dsSxbIvcwhwTAJ9k3P/o9RB0ozL3eEkfAb8eVAzp+wEEDfqJvd9C+n+JKvkRAMoqyr7mXLCcGsS6DfEOooXGc1CRG8+62stw9kzdXX6GeFecF3+5iS917kIpi49as8kvzWP96y4jHJ1avYkifmaRsRtIIVYVKrRmSm7ExW+Gvv+L4JwQ1rQqdKZTlYF06U1D+GbwdiPuEpR1YdktZeWZigvDiLTWtVG/v5HymhObXi+VZsczu6mcU44bOrvWg8mCpA9CaqNWu7ZCur879Sxihc9OA2KyofLIbjzQfuXS9wMgoUswEz8DHMi9B0gg/rHzCmAMBC4G+7mftq/VcNFRt/c4Xc1dlM8qzR7r6+ln+9OvcMPbrp5ymxRJ79XVCFY5ynIzyvjPIOoWlF0x0cM7d1SUU0S/7ZlAP1qEL0MmayrpQ6jzCGAMN1fAqZlXw8VJ6/F2tjy+g0RfAlAUlufzDe8wtmOxsb4OmHqVGBJ06tZvSaGc6ozQ/tSsNJIgDn7L0PWQPUNrX6VeZOgc4uvWsmHIzgMDnGHtIB2fyJxyn/69/f0IZt4Ybabmp3IQuzfsJ+35uGEXJ2RTNquU3vY4h7bXTvTQzhnxtkJqC8QfhPiPIOhAEo/rL+FUY7gFBmGgT2tbkNJVGqkN0P8DLcxnMIwhzcfaCEeHRsHdkIOfDuhp780ei3fF2ffHg2x9aifHDzaS9tInn2rCERFI78yoZ+trUiqiK5q8nRM8uvNDOTN0Zjjo0BljCRgyh6h8nc2wcsBI8xrGkIZDTeQUDg2ox/Ki9Hb2kYgnsse6WrvZvXEf255+heajLQTByILSE4VIoJ18rPKsPoyeK3IRb88Ej+48scrAKkT8NkQCfY2932DokjYK2JDzYUZ0ODMYzpP+3n42PrIZJ+RQWl1CaXUxfd399LT3nGpYM0UIvFqk/zfg7QG/Fkk8gaQ2ZO7FUxHRQp2Dsau18L+3GQhAlWs9vty/htg7EZl86z3D8EzpCgzf92k43MS31DH2JLsA+GLDVgKEe/aHWbpuEaBLx1vr2miuayMSC1M1r4Kc/NhEDv0URPqh69OAC/4BfTD+PcBD3GVZy9CpgrJnITkfACIQ/44+GH09xP+vLsH0D2WeOWBl6A9/IoNhlAjHQvj+qZ8zEcEJ6amw9Xg7G379RyylsF2b2l11lFYXs+72tZOsLc0H6UNZJ+l3qDAEPRMzpAtEqRCEb0ZSm6HnH8FvAJKZRyOAQuXdoxdTkkDZM8/rfQayICabahiJcCyctd8bIPADlAI7Mw8c21vPlid24oRsbMfmyM5jzFw8gzU3rcCyJlNuKK2zqdZJFWYqoishpyBKORC+QSd9/KMQ//eMWKd36pOlB+y1I55ruHng5GNmrjCcTFOtDlhGck5UeueX5PHndbO59tp1fOS53wG68iKV9OjtjBPJCU+ydcQJRFLgbcxou4QyxwohfQiceefV2j3RKCsXsUqRoHNQJbsFKkcnRHDAsgAHZeUgQa92ElEn/hsFbXdnKy5wrxjy70jzgZk3xofJ+U06S5RS2I4N6ZPCnSI4YX2z9n2fzb/fzvGDTXxTahERPvHSfNbdvpaymSUTMOoRGKF0CSwIOsd1KKOBsmIQvglJbYScuzNWRRWQ+yHdSjLYLUSMW4hh7Jkxr4K9Gw+Q7E9lKzG6WropriwkryiXIAjY/tQrxPKiRHO1eGx+SR7Nx1qpP9DI7KXnt2EeC5RyEFWCBL1DxKX0Yv0MtsOTGGXloSLXE8T/FYI27SwC2upUkoi3G/D0AsI6tX1kpAXDwHFV/F0kXZs5d1xv4gyGk5izfCZ1+44TzYvguA4iQntjJ7OXzSQUdkklPbY/s5vCigLcTPAzrziXur311CypnlxrC1ywCpAgPrRNM+iGs7EQnaQoKwcVvhqRK5D+X4NVfmKjQRhy/iyj91F1nsFOIfAOQdCoW9jMXGEYRLLfw7ZPDVQqS5H2dKJEBPZuOsiBzYcQEWzHZtHl85m3cvbka0MLugB/iFaDUgpREcQ/PjXbUgEVWoe03YXga7fCvgf1A0G9/tdemEmMpIBzF/g1TBxTOoBhWRZzV9bw4c0+3w4fQyn424pLaDnWyryVWpyq6UgLxw82aWHPBt2TllMQY+sfdnLz3ddOnkyJyoGc94Mqgd6v6UN59yBBI1iTaTF09ii7FCK3ZzYKNkpFCbzDuvdMkoAP6d0QWn9eYjkStOvNiKRQziywKqdsr55h7MkpyOHy29ew9Q876WnvRUQorS5mzU0rUErR19NPvLuf0urik14Xo/FQ06QKYACo0JpMi5kHKqYrLxQod2rbdemMx8v6F5XRtCl6EPp/BaS0uGdwBPHyUYOcSEY8F2Q3NtJ6J+BDzkchehco96TsjMEApdUlrLlpBbte3JfZjAjVC6tYeuVCAHraewl8Pxu8AL3YD0XDtBxrnVQBDKUU4q6F5JNIkNLtnUEclDUtLIOVcrPCe/r7noLwq0+4ngVNiLcF3LVDNo0j6VsMPkbnhwBbb3zwEb9pamqGGEadkhlF7Nm4HxHJfq7Sno8C8kty+Y83v43DO46y7elXKK0uxnZs0p7Pjmd2E4mFqV5QNbEXcDLK1q0VJyNpdPv31ERZ+YhVAqRQ4SuRxM8BC/wBmQFB/B6gG0JXn2KeYJU8dFaVFCIJHTBVOdl9iKm8GFumdAADYOHaefR19+PtPoRSirbj7SxcO5eZi3QWsvFwM9+kFqehjt0JXS75ZXbjJdOs61xLfvHkEH1UKow4K8Dbgm6pUIjfClYOypmargKgF0+oExliy51LIH0QuQMSD0P/L8AqI7DKz8k9IfAOgveibklBIbF36zK30JUmiGEYkYqaMl717uvo7YhjOza5g/rcbcdGAUEgWNaJha7v+YRik09BWtnlEL0V8fZC0A7OXJS7+NS2kulAagM4s7RdKhk7SG8rYlehbL1ZHFzqeYroVpYACGX+RvlabyO1FRW5YcwvwTC1mL1sFjMWVNLX3U8o4hLNPWHT67j2sLIKQdonFJ18c4XlVCHqNVrMM+gAdx7KWTy0emsaoIp/iCQeAfFR1jxgQANkt65Ms89105jRF7JLkaAPSb0EkdeaNYaB4spCapZWU7urjmhuhCAQUokUl1y3jHA0jIiwf/NBiioLdaU4et7IL8njwJYjkzCAUQRWCRJ0nHDskCQgOkE4BTkRpNQJEen6LOBmghJv11VoofXgbQJnIecjCymS0m2v6UNab0NFEPcKLGfqOdtNNaZ8AMNxHS695RIevnwBiXiCnILYkIWGG3GHXWgIkp1UJgvKXY6oXF0aLf3g1KCcJVpwa5ogQR94O8BdAsnM4skqhtQLiF2mW0/OdA5J6glHlQGZvl6rakr36hnGD9u2KSg9dZMfiYWpWlBJw8FGiquKUEqR9tIk4klqlkyu6osBlFWMCq+f6GGMKidnPMRvQZK/R6kTVVpK2Qgu4tdnAxgjnQsyC5mgBXL/MitkqE9UCEEDIv7Utq02jAluyKWg9FR3ovySPArKC+hq6aagTM8lyf4UEghVcy+sHXKsXAuUXYKyrxrVc046pFtbJg5aAyhlISqGpGtRgwIYp+tTD1peCwSovHtOnMeKIUGTtnJW0yvwYzh3LMvikhuWU72gkuOHmnBCDtULqigqLwC0tlYy4ZFbNPSz4oZd+k7S15kMKKUgfA2SfB7xGzMHQxC+bnomRRAgDe7KTKWndnEL8LHc+UOeedrKi9QmXc1hleu5RhKQfBqxbjuvynLD2TPlAxgD5BbmDMmmDjBz0Qw+sn02xaWF/FOrVuf/mD2XwjkFk07IUymFcueAO2eihzJ2BK3Q9z0gdMJetffr6LLPq8A6iyqMoDMjcOoOOsdXgDTirpyyvXqGiWflNUvw0z6Nh5uxLIVlW6y+aTklVeZGNJ6csmAYUdX9RKXMmUs9bbRN6+AN6cDvJqNqOHuUUlz26kv44++30VrXBkoRCrtcfvsacgrOzw58IHAxVe0XJwdqBIMi4Zyci/L/LiMiPOgMEmROM7Xstg1jh2VZlNeUDbFmH/xYWXUJ3W095BWfCGL0tPdSvWBytiEpKxcir9bivpIGq2BowH+KcVoxzdxPgn98UHAmilhl4G1HnLlnVWUlQR+kj2SDF6AdngQHSR9Ghcy6cSyZNgGMkSgqL2DNTSvY8ewevKSHAPmz8lh90+l7pw0TwVkuMJTL8Dsa0RFjg+E8CUVCXHHrGuJdcVLJNLmFMdzQ1L2BTwusYrCiQ0QIRXxQae1TP/ipp1EF1/o7zyFWpa7gkEAHVEOrJ5+gmmHSE8uLcs0b19HbGcdP++QV5U66qs7pzLCbEpUHqhgJulDWQCY8AOkfsRV3uDlDOfOR9EFEclDK1bbV0gzOPJQR+TOcJUuvXMjzP3+JjsZOwrEwiXgCJ+SwYO28iR7aiOi274tAEypo19phg1AqhAQdaDejs/mepwB1arBDhbXwr2FMmfYBDICaJTOpnFvB+o5LcVyHvOJcs2CdKOwyyPlTPUH2fkMfy/24rqqwSs/uHKoIcu/RE0T83zPn+GimdHRq9uoZJhc5BTmcXx7VcLZI0JUtVVV2ZXbDcTJK2RC6Dkk+ifjdus9UgNClKKt42NcMex5nDiK9kH4FCTIBUHcJyllyoZdiuEhRSpFXNDrtBAOVFqby4lQk6EX844AP3f8AuKfo3VglD2XK4Ncjyaf13KLQc4W7SrufnSXKLkdC68HbjARpfRJnNio0sh2rwXAyBaX5XH/XVRzdXUd3aw+zls5g1uJqojnTpy18KjBsYsMqAb9uiOuISBKsCEOrNE+DytVC4JIcGtiUOFhTW0x9KnBRBDAAQmGX4kpTzjNWSNCBpOsA0X2mVumwQSKlokjoKki9gI5eAtIJ4avOSv9CnyPTq5c9h9KaIeHrp50omcEwHQm8/ZB6mYHWDSFAQpdhuYuGfb6ySyD6eq1jIT5YJUMtIc8CpRQqtBJxF2WckaJZUVCDwTA5CbzazHoBQGUypyPf55VVoN3PgpaMjWoRyjp3sXbLnY84NdqamvA5zzcGA0BOfoyl64a/rxkmDuUuQdK1SNCpK7ckofcioWvPWqRXKQcJXQGpZxEJAyE9X1ilKKdmbC/AcPEEMAxjR+Dt19mQ+A8AkNh7wV2JCq0a9vmWU4PY5RDKCIrZZee0kRAJ9OYjfAuE1gE+qAIjwmcwTAEk6NXBC6sUpfQtSCQNqU2IPWPEIKRSIbDPXdlb/EbE26k3PlYJyl2pHVwMhkmIqbw4gRbsfhGsYt3KUHQezQAAIABJREFU0fMAEILYW6A/DDjDt4Ao5zwcRzLW7KkdEDSBygd3BZYzOQWcDQbDCUQESR+B9E5dnW3NQIVWjlilqaxCiN6CpHZC0Ki/76Ebz/n7bjk1iLoVSR/UiRF7KcqZrdcrhjHFBDAMF4QEfZDapJ1Tso4gFRkhnFkjqvAqFYFzjFCKeIj3CqT3AT7YNSj3khFLzw0GwyQkaNNae+rE7UcpB1FoTYpRrKIK0o2QehzQvfEEvUji9xC5xQQxDBeMafcYY4K2jCXqSSXdYoOkQJ3dEvb04r6ZUwadSP9juqRcFeuqzuSTBHIt1nQWVjeMKWaOGB8kvRc6Pw44usU8aMvc628b0UVFWcWoyHXn934S6KQIabCKscJXnP/gDeeFCWAYLoygHfoeZKiryFcBDwmtG1UbIUluhKAW4j/WB3LehwSteoIy0U6DYYqgRtTgHXU3EG8bkH+iqkPlIQGItwNl3zy672UwGEYZC1CZygtOrDH6HgSVd9qAxLki3h5QzomEiMpBxIH0VsSpOeuycoPBML6IpMHbiU6iZkQ1VSHityHp/ajQpaP7fkEXknwGgh59QNmIeyWWexYuioZRwwQwDBfGiBkQYTQ/XhJ0Qs/nGBIoiX8fSCHOKpQ7d9Tey2AwjCF2BShH+6Wj0FamgLL1Y6OEBD2QPgR2FYKgBlyOVI7O7BoMF8A7fvaTcbM8PZsKgmmJVZIR2Qs4xaXsLJIWA3+34QQ/ByNBHNL7gRBCgGLAEjGM+J2cvSuBwaAxtsjjh7S/W9/T/SP6954HUHn3gBUDf3Tv9SIBknxWV4bZlZljHqSeR+xCUxE+jpgAhuHCsEoh5yOABfFvAQI5HwBSKKdyVN5CJIV4h7Qg1yk6F1ZGZMtgMExGTt40KBVG3Cuh/0fgt+gnqRBE3joqFoUiAeL9Ebx90PcQIBC7C3GXonBB+rSTkcEwBQja7j7jBny6opSLhK/WgUi/PlOyrSD377Gi11zw+UVEt6V62yFdC4lHtKtA3t9owXFJgjoHVwKDwTBq3HPjfQA88OTnzvBMXal1CkEfuPNHd1BBR8bx8MT+RikXwUbSdaiQCWCMFyaAYbgglHKQ8JUQfxD8o/pg8nmIvBa4cKsoCTqR5JPQ8y9aJTh0bab3NYrKuwfxG8C6CDyrDYbpRFAH9iywF4CygDAEe5Bg7hDRrfPZsEn6CHh7wKrSehpBL/hNIGHEqQbpRpl+VcMF8h9vfpvJqo4H/nGwKsGeC+FrgAgEhxF/wZBNxHAMzBsjziNBE3hb9PndXEg+ql2OvL2Iu1gHTEJXmfYRwzljbJHHD6vkRwTePuj8CKAg8ibEOwBWLspZOGrvo0V+N0N6v+54tUtRA9toZZGtJjWMCyaAYbhw0ofAmgt2RpQz/CoI6iFoAHvGeZ9WRLTuhZDJgoj+WRKAjfhN2lXgPNTGDYYBzAJjbBipfFsV/5vOdlqVQzYGEiQQ7yAqXHzWpd/Dkt6vKyx6vwr+YX0s9TzIk5D39xB+1Rk3PgbDZMEqeeiiq7wYQMTTot125RCXMQk8JL3vgr/Hkj4MKgelbKT3OxA06wf6/wuSBVD4r6av3XBBmHXFuTNQebH96V3Z389YhWHPhuifaBeS9B6dvLAWMmxlRoZzmVcDrxa850AcCJJacyMoRdwVIBZI0uxFxhkTwDBcECJJSB/NlIMf0gfj3wB8LXx1AQEMJA7SDvGHTuheeBsACyKvAnc5yl2MUqa80zB6iAidzV30dMQJR0OUzCjCcaf3VClBH5AElTv23yfxABkmqxnS3/kLJp3JhgxC5QL94C4a0abVYDhXfvTGt9Le0EHt7jpieVFKZhRhWdM7Wz/uc4UIyjqpdVSFdHn4WTLyBiXNsMLBKgoqhrJNObjBMCXwD4EFKnJL9tBAxcT5Oo1kzyNp8F4GVYKyQkjoEkjvgvQxIAJWPrhLMm6MhvFieq/KB9HZ0kXDoSbSqTQVc8oprS6etgsNkX4tXKMcsEqH2BWO/pv5IzygIEiNwvlPsitQISAAq1hfn3gZkS+D4dw5WYhPRMj/4iZS/Une/Mk7ECCnIMaVd1xKTn5sYgc7Boh4SGoTpA+jvU1txF2L5S644HOPVL4tEoCKIpLQdsrZwfSAvey0rz0rnHngbdYtZj0PAGlwVuiMTGojgkJCl2G5iy7wCg0XM6mkx8uPbqG1vh3LspAgoKiykHW3ryUUGV1XrMlQeXHyXHHvbc+ClcsDT31p7N5URcHKR4I4ysoZNJhucFZd+Pmt2ZA+gkheZr74knYWCF0J7kok8QjiLNd27WrkTK7BMBJnr+NgGGDgb3VOf7v0oVO1rVQR+PWIeEOCrcNVeJ52jpVuEA9l6Xld2WWIdQV4R8AqQEVendlrmTliPLkoAhi1u4+x7aldPPx/HgGluPNjtzJ7+SwuuX75tPvABd4BSL3Mvbc9A8D9v3s1hK8f0lc+qqgoWEWQ80GI/5s+lHcP4h8HZ86FndrKRewyyHm/1tgACN0EwVHo+0/o/28k9qcQuRFll1/ghRgudg5uPUIQBBRtrwXgl9/6HQBv/uQd7Hh2N1e+dnStuCYDktqq2yyscpSyMmraGxArd9TaLE5eGChlIaErIPk0gqODkhIHuwzl1Fzw+ylnPuLXa30cSYH06uBF6NKMMF8aUpsQu3JEf3iD4Uwc3HqY9oZOymeVZo+11bezf/Mhll+1ZAJHNjYMzBX33r4BUGx/rgVo4Z4bPs0DT/3vMXlPpRSELkcSTyB+fyZZEQdVgBqFIKtyqpFgHqQPI2JD0A0oCF+JUnk62OrtBLtS/89gOEckEJL9KZ7/xcuEoy6zl82ibGbJRA9rTBFJIekGIKn3HlbJOOy1bJD0SR0jAkpxujaSsyMECCIy6DocwAfpQ9IHtCGjbSowxpNpH8BIJVLsfHY3RRUFOCF9uWWzSql95RizFldTUjV91Ogl6NARRav0hMWY2EjyOYjcMSZCVEopCF+BJP4ApABLbxzsGSjnwntHVWi9FvEklSknPQruCkgfyDwhhqQ2Zq5vegWjDGPPYCG+GQ/voqu1h9qTnpNfmkfLsTaS/UnC0elT7SOSAv8gqPLs3KCUi6gcfUMewwW75VQj1m26B116wVqJcmahTrJGPJ/Ms1IhCN8IQTNiz9QOA+7irNiWUo6uwvAbTQDDcN7U7qqjsHzo56ewooDaXXVTMoBxumqnwXPFKZsB6R/TcSm7HKKvzcwVXWAtQzk1o+JYpJQNoavAWYikD0H07RBahCKTaVUWoiLaXcAEMAznwD033oeIsOPZ3QB879M/4u2fupO6fQ2sum4Z81ZNT20VCTr0fkCSgEIIwJkPoSvOeQ9yusqLU6oznEXaylQiJ95HWsCef0oV+rlWeCorF+n7DyCJ5P4NoJMgBK3gXAn+cSR9EAldg+XOOadrNJw/0z6A0dXaw38/8CvcsMuRnccA+Pe/+w/SqTRL1i2aXgGMdB333vocKJftzx4H4N7bngBJ8eUnrwK79AxnOD+UVawXGO5qkD6UXQpWxRDRrfM/dy5Ebs9kYZ6Bvu+Cd+CEJkb825DzLp3BVaa33XD+PPDk53jhly/z3U/9CNuxeP8/vhPQmhgKpl+ATNIMr0XhnlN/+fmirCJUaGzmX6VsyAhqiV9/Qil86LPG5L0NFweWpU7pcBSZhvMEDJkrvvy7NwDwV6/5BYjP/Y/ePuZvr6x8VOiSsTm3UmCXa/vU9KFs8MJguFC8hJf92XYs8opyieVF2b1hLzMXVY16q9lEo4X3XwQclF2UPUZ6P2LPGJUKy+EEPgG+/If7EGkDbx+CBQRgV43evGHlQYB2LvJbQDq1Q5Glq2lEcsDbhDgzx7Zt35Bl2v+VHXf4TbQIhCLTTfxRTvNYMKbvrFR0VEo6hz+3DXYl4sxi2E2HoPUwDIaz4OTI/WCV8FlLqtnyujKUUrw/c6yrpZuKOeXTbrGhheryTu0vpxucNdOjd9cq0RuTQXobMiAiajKqhgtgzooa9rx0YEg5eEdTJwvXzJ3AUZ0fQdvdp3f8GXGu8MGZNY4jHUNUQUZvowdl5QEZvR7pH5WNl+Hi4oEnP8eOZ3fxlT/7Do5rZxMitmMTBNDbGae4cpqtKaQXpBNlnbi3KqUQlQd+LYzh90gpCxW6HHGWaD0tFQFVdNqA8lm5j2T1MjbpfxO/gqALcj6Isk6I/CoVQoK0/huowgu6FsPZMe13fQVl+bz3828n1Z/ip1/5FQDv+syb6e3qo2L29OpXUvYM7v/t1WBVcO+t+lrvf/Q1IH1a9HKKo5x5SOzdWum39+v6YOxucGqGigEaDOdJ9YJKZi6qItGXpKWuDRDyS/JYcc3iiR7aqKP7y3X7l+4vD2XmikLuffWP2f70HmBqi5ApFUJC10LqGSToAiUgCkLrspsUg+F8mLuyho6mLppqW/QiXYSymSXMn4IBjDMx3Fxx/2/WgVWIcuZN9PBGBaUsCF+NJJ5C/EadKxHAXW00tgznRSw/igRDE4siWkth2iVEAP2lGS5gIMCFV2TDmQU+9X19LO/tNig3U5V2ApEArbkxfdqMJzvTPoBhWRZX3LqaTY9tw0t6gCLZn2Ld7WuJ5UUneniji1UC7krwdmjxOtCRyND106KkSdkVWvzP24LW20BrbYQum9BxGaYO99x43ymlhwM3wLf/9D9J9qd4Jd4BwHcjx3nw1a+nqLIQ2x6dm+9kQ/eX346kj+i5wqrIZBs3TvTQRg3LqUTsN4DfDIhWC7emn6OMYfxI9iep23cc3/cpm1lCcVUhZTNLKKoonJItJFbJQ2fsBx86V3SDVTWsbs1URllFEL0DghatuWUVm0Cn4bypmlfJXfe+PqudFQRCR2MnlXPLyS3MOcOrpx7KykWsUiTo0N8lBqqY4ihnagZ2h9PLkKAT6f8tIv0ZYfAApBmceSg1zfaVk5ipv6s9DUEQcHRXHfs2HyIRT/Lez7+NBavnMmNB5bTckCilUKFViDOL+5+4HN2HVjmtFuuWuwhx5kD4ZlBhs7gwjAppL013Wy9e6kTPan9Pgv7eBKXTcK4YjO4vH2pJ+MCTn5vSlRcno1R4+pS6GyaURF+SF37+EvGefmJ5UZJ9KVqPt1NSdfpy5cnO2ZRTDzdXTDeUcsGeMdHDMExBTr5nxvKirH/dZWx7ehet9e0oBdULq1h+1fSr6BxAC+8/hQSNgNL9+u4qsEa3ZXO81yWD50dlFSLhG8F7CQmadIGJswAVWjOuY7rYmdYBjP2bD7N7wz6+49ShLMX/6p/Pzud2U1xVRE7+9NnUn4yyirLRz+mIUqExEyQ1TG9G2pg3HG7mw/5MyuaU8sWGrQD8TckKdj63h6p5FTjutJ4qDQbDWXLklWP09fRTOkO3ZcbyovT3Jtjx3B5uuOuqKR3EMBgMo0OyP8mBLYc5tuc4yoLZK2ay4JI5xPKm794DBoT3b9MOHZICq0gfm2boys47dNutckfFFclwbkzZVXmiL0kiniCWFx22l8xLeRzYcph/devYm+wG4OvqIF4yzdw9s1lyxcLxHrLBYBhn4t197PvjIY4faCQcdVmwem5G9HXo875411fwkh4f/NK7+buq1dnjac+ntzNOYVkBFxvTofLCYDhbOlu62PvyAVrq2skrymXh2rnMmH9q1rDpSAs5J5V/R3MjtNa3kexPEYmZhazBcLExuD31L2/4e7pbe7jz47dRUFaABAFHth8l1ZfislevPsOZpj5aeL9ioocx5ihlGffDCWTKBTB832fPxv3c/yffBOCt99zBgrXzWXTpvCGZj2RfCgmCU7Ihlm3R1dI9rmM2GAzjT7I/yQu/eBkvmaagLJ9kX4KNj2zmvZ9/G6uuWzbkuZZjIYlTxbYQwQ1PN7cig8EwmO72Hp57+CVCEZeiikJ6O3p59mcbWPfatcxZPlQ5P5YfoaOpa0igwk/7WLY1ouuZwWCYHogIib4ktmMTGmFtkE6mSafSlMwYEM+3KZtVyvGDTXS39ZBfcm6tz+/42U+AoY5pk4kz6ecYDGPBlAtgHNl5lANbDuOEHEQEzwt4/ucbkCAYUlURyQljOzafKlrJP7XuAODvqlbT3tBBUaWxuDEYpjvHDzSR7EtSVFlEw8FGGg414fsBh3bUYjsWy9YvRinFPTfex4HNhwH47qcewrIt3veFd9DR2EnVvIpp3W42mZhOmhuGqcWh7bU4jk0sL0rtrmO0HGvD99L87KuP8JZ7XsfspTOzz527cjbHD7xEOBYmFHYJ/ID2hk4WXjrXtJoZDNOY9sYOtj+zi572OJYFs5bMZOmVC3FD7pD21I987U/Ys3H/Ka9XStHX03/OAQyDwXAqU+puKyIc2HKEX33rMWp31QHwnXt+ACK0N3Zh2RaLLp0PgOM6LLp8Pjue2Y1vB1iWorO5CyfkMGuxEWgyGKY7nS1dhKIhWuvaOLbvOPnFeVi2BcC2p3eRV5xLzZKZQ14jInjJNB0NHVQvqmL51UsmYugGg2Ec6WjsIpoX4di+47QcayOvOBelFI8++ATbn36FrzzzBUqqtK5U6Yxi1t6ykl3P76O7tRulFPNXz86uPQwGw/Qj3t3Hhl/9kXAsTGl1MfHuPnY+t4euth6ufeO6Ic/NLczB94NTziEiRHMjZ/2eA5UXG+vrsr9PpiqMgcoLvJeG/G4qMQzjwZQLYKSS3pBjSun/i8TC7N64n/Ka0my/+ryVswlHQ3x6ayH9vf1UzCln0dq5RHONzY3BMN0pKM2nfn8Dxw81kVuQg2VbPP7Dp/E9nz/9p3dxYPNhapbMHJI5uf+J++jv6cd2nWnXyz6ZFxens7c1GMaawooC6vc10HK0jdwiHbxIex6WZWE5NrWvHM0GMABmLapmxrxK7rnxPizL4itPf34CR28wGMaa+gMNCEI4J8yh7bW01LWhlOLwzqPYjsW629Zm71l+2ie/JJf2xg4KSvMRETqauqiaW05Baf4EX4nBMD2YUgEMy7KomF3GbR+4me9+6kcoBV4yDcDGRzaz6bFtLF23MBvAUEoxc+EMZi40FRcGw8XGjAWVHNh6mO6WLrZlNsctx9oA+MmXfkHaS3PTO68d8hrLssgp0AJ9ZiNtMFwczF81m8Pba0nEE+QW5eAlPJ748TO0N3QC8M2/+D4FpflD5oK/vuXzvPL8XsDMFQbDdKevux837NJc20LLsTbyS/O0xp4EHN1dR2l1MYvW6ios27G58o7L2L/5EEd312M7Fosum8+C1XPO6T0Hqi0mqwbGQDJkMidHxorB13wxXv9kYEoFMACWrlvIsT31WmBvkJVAKBLKCmkZDAZDJBbm6juvoK2hg02/347jnBDY8z2f8CD3oum88ZgKZZ4j2dsaDONBfkke17/tKlrq2uho6iSvODdTqakDGMM5nRkMhouHkqoiju6up6m2hZzCGEopfD/Asm0qaso4tK02G8AA+Mxr/z/g4rifTaa1xLiS3q3XU5N4bTWdmXIBjLyiXF7z/ptI9CZI9KV45qcv4oYc3vv5t9PR1El5TelED/GiRsSDoB1QYBWj1JT7iBmmETn5Me74s1soLCsgSPv87GuPEPgBb//UnVx95xXDvmZgIz19Wxp8kBSBdxBlV0yoR7tIP+K9AulD4LeAiiHioZRxfjGMLyWVRbzpf72WDY/8Ece2ufuzb+GrH/o2Sim+9uwXTgliXAxBNwl6Eb8JYBLMFSnE2wXpffqAswDlLkep6dXqZ5icVM4tp7C8gF0v7KWgLB8v6ZHsSzFvZQ1uJES8u/+0r7+QKorJVnlxMXNyQoj07okbzEXOlNxd5ubHuP3PbuGlRzajFKS9NF3NXay6bhn5xReXuq8EnYi3G4ImUAUodxlqgvyXg3QDpJ7n3lufAOD+R2+B8HUo2wSVDBNHXlEuN9y1nmN7j+O4Nk4sxHVvXU805+zFtKYyQ8o8pR8ir9MPpDYigISuwHIXjPu4RNJI4kkIusEq4f7fvQGkFUm+oOeNkyywRxOTKTEMR9nMEq5/63qO7amnr6efOctrCEdDF2UFRuAdgtSG7O+CyswV4y9WKhIgyWcgaOHe214E4P7f+kjQBuGbUWp8K2/N/HHx4YZcrrzjUvp7+tnz0n6KKgqZt2oOBaV5dDR2UrOkGhg5AcLHlg17XsPYIBIA/tgnQ5ylOojhLDXzwTgzJQMYAEXlBdx897WsuXkFvh9QWF5wVhuS/niC3o44oYhLfkneKYvkIAjw0z6O64zpAno0kKALSTwGWBB/EAiQ2N1I+HosZ9b4jkX6IfUMqDxQA4s9F0k+BdE3mIyqYUKJ5kZZdOl8/nXbA2d87v1P3Efb8Xb+9rX/Gy+R4qZ3XsOMBVXEu/uylqoiQtPRVvZs3E+8u4+axTNYfPmCSb7R8UF6wCrJfh9FPEi9hNiV459dDZog6EDZVZkDNqgqxK8H6QBVPL7jMRiA/OI8ll+1hHtuvI99mw4CI1dhfen3f0/LsVZe+OXLtNa1EYqEmLVkBgvWzCUc1ZUBQRDQcLCR3S/tx0t4zFlZw4LVc3FDk/eeKEEfpDaeZq7IGd8BBa3c++qfggqz/dkGAO69bQNIii8/uQomKGljuLgIhV2uv+sqwtEQ3W09SBDQUtdGbmGMhZfOG/F1j622iA9yEoHpU1UhIhC0I34DKBtlz0RZE5dIFvGR9B7wdoOkEKsMFVqLsktG5fzD6X5kqzIM48qUDWCAtkotryk77XNEhLSX5ujuOjb+ZgvNtS1s+t02bNfmQ19+D5fesopwNIzv++zasI8Xf7GJ1vo28opyWXfHpay9eeWk9XYXbw9goaxiBAXYYBWBtxWxZ45rAEbSjdx761OgQmx/9jgA9972eGaBcRXYRkjVMDkJgoD2hg7aGjqxbMWxPcc5uPUwNUuqieVFaT7WRuALLcdaue4t64nEwmx/+hUe/9EzpBJpbMdiy+M7mLP8Fd7wsdvIK5q4MuvToQr+GUk9NySYqJSLKCBohXEOYEjQzYi3oKAPrNEPYJxJD8RkVg2nw0/7tNS10dXag2Urjuw8yr5NB+lo6iKWF6V8dhnpVJqWujaufdOVKEux4ZHNPP+zjfiBj7IsNj++gyXrFnL7B181eavAglZQwTBzhWTminEOYEgfgzXPTn1sfDhl/mi61GReLzIisTDXvGkdzUdb6W7rIb8kj/KaUhzXGRLoHPzzFZ/9Z+KZ14tk3BOnCeJtA+8V9L1cELYgoaux3NkTNJ4d4O0EqwxluUjQgyQeh+htKGv0HGAGf+fN939imJw78wskCAKO7qrjwJbD9PX209XSjZdK871oI848m8qUh7IUHU2d7Hx+L5e+ahW7X9zHow/+gbf92c8oq2qhtbGcH349TjKe4No3r5/oSxqeoBniD+rghb9fH+v9JsTuBjxgPLPB/sgPyWkeMxgmEN/32fLEDur3N+CGXY7urqe9sQM35DJjQSWWZdHV0k1BSR4oOH6gkZIZRbz06FZsx6Fyjt5kB35A3f4Gtv5hx+SdLwBkpAfGX/xYWQUI3vAPWrHxHYzBcBInb0JSiRQv/PJl2hs7+fnXf0NfT4I1r1rJ5t9vxw053Hz3dbQca6OoooDu1l6aj7ViOzZbnthBJDdMblEur7nzQUSEh77+eva+fIDVN6yY4Ks8DTLMLusk8fRxQ+Vw/2+vQdlV/NVrfgHAl3/3hkzWd5yDKYaLHsd1mDG/khnzK4HTtI1kfi54ehe9H1tGOBoi/C/P8cF/vpu2ho4h1sxdrd288sJeGg81UTqzhBXXLKG4sojJjPhtOnhhVWTbuERS4G1AnCqUGt+KVJEUpPdkxqNF25WVh/hJJH0IFVo9ruMxjC3TMoCxb9NB9rx0gF99+zGCtM/iy+cT7+6nd6GHUopQxhrtZ199hDd+4nYWXzaPrU/t5GOf/RbhaAqA6tnH+It//C7tLb+iu+1h8ksmobaGVQAEgD3ooIAKM97/aZVdxv2PXgOqnHtv/TUA9z96uxb0tEandMtgGG0aDzdTv7+R8poygkBIbTlCNC9Kw6FmSqt1cCInP0bz0Vbmr55DZ3MXlq3oaukmf5Cfu2VbRHLC1O6uZ72XnpxVW3YFKBuRBErpzK9IErDAPn0l25hgVYBVqkUCrRIggKAN7NmoMai+gJErLYarzDBZlYubk9tGDu88SmdzN+WzSrEyjkabH9tGR1MXAE889AyBH1BcVUTZzGJ6Onr5yge+TVtDB7e+/+bseZVSvOPPHyYc+w3w2/G9qLPFLs/MFcmsSKZIEpStHxtvrBKwq5CgEb3mQf9sV4I1fhpb2XJxlafb8aQHMPOFYSheMs1HvvY+LEvxpff9/9njvh+QSnh0t/fw/MMbufbNV1JUUUj9wQZ+9c3HaG/oIBQLseflg2x+Yjuv/8itzFs5ciXDRFcMStAEOEM0aJQKIYGv1/525TgPKAEiKMseelxFIOgY37EYxpxJuMq+MFKJFAe2HObX3/k9R3fpnrPNd5QRlAXEa3SJdCojpjPzsU5A6O9NkuxPDVvXFQRCIp6YlAEM5SxDYu8GlQ/xbwMCsXeCu3LcRa2UVYA4l4C3FUQHgQjaIHQFymRTDZOU+gONxPKjQ47l5MdIpzySiVS2jx0g2ZeioCwP27F56wd+iu1Y/P6XH8g+LiI4IQdl6Xmkr6eftJcmpyCGbZ90Q50AlAojoWsh9RwSdABKb0hC16BU9IyvH/3x2BC5MeMscFCPxV2NcheN+1gMhjNRt/c4+aV5PPiZH2fXFk5omCWUCL7n842PfJeDW48A8MRDT/OZb22mslonTxL9IWznxD063t2Hn/bJLczBsibeCl6pyElzBaAcCF2bDX6O73gsCF+DeHu4/7cRIABnEcpdMu5rHYPhZAaCnPfceB+9nXFufte1HNp+lJZjLcxZUUN3ey9lv2jilvfcQPzOGbTVd1Axu4wDWw+48bKVAAAgAElEQVSz9uZVbPzVZno741TOq8i2frc3dfL8z19i5sKqSayt5TAQUByCgomo6kRFQTnDOJnFwR5/oXLD2DLtAhiJeBI4NRYxWA8iFHYREe78+G0UlOaT9ny8ZJqvffaDvPeTv6a4tIH21ir+63tvIa8oh7v+Kkp/PMHxAw20NXSSW5TDvFWziUQn1r5L2aVI+Gbwtui2ESsCzkqUM/4q4QBWaAXizOD+x9eAslB2FcoqnJCxGAxng+vaBL6+AVuWomxmMS31beSX5NLb0YvtWPR29VFUUYiyFJ0tPdTtPc6KFWm8pOAlPdywSyKewEv4LLtyEb7ns+mxbRzccoSO5i5c1+bqN65j2fpFEy4MbDkzEPtOCFoyB0on1IZQqTAqtAZCa8b1fU/OWBkNDMMAw5WDP/Dk57BDTnauGKCgNI/O5i4KyvIREQI/wHEdwrEwyUQq+7xEPDmkfSuSqfRMN7+Tns44j/zX3XS19BDJCXPdW9azcO3IgoBjwXCf+8k3V4RQoVUQWjVhYwAzVxhGxkt6JOJJymaVoJSifv9xCsvzSPWncFydyIvlx+ho7GDm4hl0NXcT7+qjo7mDcDQ0ZH0Qy43Q3dZDZ4uu+jqZoO3uEbWcxgtlz0D4IyKpbLuIBL2gYhNSea2Ui7irIbUBUQXaUCDoBiuKcuaO+3gMY8u0C2BEciMopXjv597GD+77CRIIb5IaOpu7eKTERymo/OERnf34zBXEu/v49K1fwEumKZlRTF93P0UlkE6lSfUlWfG6yxARnvjRMzz0+Z/ipdIsW7+I4qoi3vKXdzBrUfWEXq/lVIJzm1YIZ+KdU5RVjAoZ9wDD1GDWkmqO7q4npzAH27aoXlhF89E2CssLKSjJp6WulUhuhKXrFtLbGaem8tPMq7EpyG8EIPC/zX9/9y2EYiH2bjpA4+Em3v7pN1Jd8teUXpPiX794CyAc3nmU1330Vq6647KJvWD0RgB7Yuctg2GqMWf5LLY9+Qrv+8I7+P5n/4PAD1hyxUI2P74dZSm8pIcTclhy5QJa6tq582O38z//5xG8pEfF7HK++6VZ/OP3/wcF2VbV7o5e4p1x9mw8QCrpgcDhHbXc9ddvZNW1Syf2gjFzhcFwLnz4gfdSu7s+uw5XSuGGQiy8bB6zFg0Wslf09/RTOadMV23aFkEwNDia9nxCEQfHtTO/p+nr6ScSC0+aigxl5SLhq3XAIPBBCagcVPj6rAbFeGO5CwlUTGthSBzcBShn8YRUmRrGlmkXwAiFXRasncfuDfsI/ABlWVTNKUOCgE/GyvASKXLvW8bS9YtoO95OW30HbtjFDbu86u5r+cHX8nDDLrOXzuR1H17NossX8PKjW9m36TCJeJJP/+4gtnOQH33yOn721Uf44D+9i5yCiReRMjalBsO5U1pdwrKrF7N34wGdIBVh9U3Lmb96DhIIOQUxCssL6Gzu4rmHX8I9qWQ8ryiH1/zJjSy8dB6ff8sD+OmAg9trKbosgWUpYgVRJBC6Wrp58sfPsvzKRRSUjp4StmF0MdlUw+By8MG/1yyppruth9qdx/CSaUC45k1XULu7DgT2vnwAgO//3X/S09HLh778XpSCUMTl9R99DYe2H+Fg/duZu3I2pD9E2kvzyH+9mW1/2Ek4R8gtyMH3fTpbunj8oadZuGYO0dyxX3RPhkzuVMT8jQwn44QcgvSJQETZrFIO7ailqKyARG+CUCREsj9FLC+Cn/Zxwy7PP/wSXc3d1O1rYM4Ki9zCXNKeR19PH/NWLaGwvIAjO4+y9alXaK1vJ9mXZNFl87jmTf9GmA8CE/tZtJwaxK7UmhfYYBVPWPDixJiqwTGB1+nOtAtgACy6dB7R3DD5JXkk4gmq5ldyy3uuJ5Qp0XJcBz/ts3vjfn7xL49S+8oxAC366Qe8+x/u4oa3XgVo27Sju47xqjv+jRtv9bmkRpshhe/9LeFoiMM7r2XF1ROfKTEYDOfHwjXzmLloBj3tvbhhl/ySXFL9KdywmxXjTPalsCzF7r2fBWDp4i8A8MeXP8rCeR+heZvF9qer+NJPD+CGH2X+Mi3s955P/AqA791/Kx2NXTQfazMBDINhCmJZFquuXcb8VbNZd8elRGJhcgpi/Nf9v8zq3oAW6hvoYX3/P74ze7yovJDyWWXkFuQAD9Fd30ZT7X8iQCRjp+pYDjl5MZqPtdLe2En1ApM1NBimCpVzy9n70oFsa2lpdTHNtS34aZ+qeRU017Zi2RZL1y8mmhfm4LZaiioKWHvLJYjAvj8eoqy6mHA0zKLL53P9W6+ita6NF3/9Rw5tr6W3oxcCoXbXMer3N3D3x4NJopkTGn/BTsNFz7QMYCilqFkyk5olMwHobuvh2L4GgrRPxZxyiivPXpdBWYp4dz/9lZFMD6sOYPRXREjYFt17WkwAw2CY4kRzIkRzItQfaODlR7eQ6k/xDe8QkdwID7/nPUTzIgSBICLZ8tBYrJZ1V32NkrJWAL700/iI5/c9n3BOCD+dHpfrMRgMF8ZA5cXJ5BTkEMuPcWhHLc//4iVufte1uCGXZF+KSE6Yv/nBx9jwyOYhrxHRc8dgweC84lw2/nozXjLNpa++JHs8ECEUdvHTw4jjjQFZZw1MVYHBcCHkF+ex9pZVbHvqFfx0gIiw4NJ5LLl8PiIQioYorizET/s89oOnKa0uxs44Gq1/3WXMWT6L4spCLrlhOYXlBSil2PHcbg7vOEJ7Rn/PsiyS8SRb/7CLS278NGtuXDnBV20wTAzTMoAxmNrdx9j25C7+5+uPoIA7P34bC9bMZdn6xcxcWMWbPnE7D3/jNwD8yRffQfOxVmYvnTnkHOU1pfz5w7eTTqb5zvueAOCTj7wWlOKb1xiRSoNhOvCJq/6WrtYemv9yFZal2B/EoTvOm374Q6K5Ee6Zv5j6/Y0UluezbfunWLb4C7jhoa1b73rq9bhhh2/PehyAv/jDHdy4IYUdssktiGV94w0Gw9Tl6J46dj6zm+IZRTiug5f06O2MY1mKkupiiioKaK1vp6A0jyDTQlaztJq8oowTWiLFsb3HsR2bvp4E7U2d5BbkZDK3DgWl+ZTPHj97UIPBMDpUL6iibFYp3W092I5NQWkeftrHsq2sG1l/fz8SBNngxQAFZfmEc8IUVZzYV3Q1ddF0tJXiyqJstUU0P0q8p49dL+w1AQzDRcu0DmAk+pLseGY3RZUF2d710pmlHNx6hKp5FSy6bB497b14SQ+A1ro2Zi6somaJ7p3qbu9h06Nb+cmXfsHM5i58z8d6u49tW9y6XSisKGDBmjkTdXkGg2GUuOfG+9i9YT8ADXtKCEVDUKUV93u74iilqFxZTl5xLnX7GpAgoCP1DeYuruHgczcCwl+/ZQZ8TFdbDOB7PtE8Xd1xzZuuIL948tkxGwyGc2P/5sMUlBdkW8zcsMt7/uEukn1Jju2pZ/byWRRX9dJwoBHLsVl13TJqlul1RSrp8cIvX+b7n/0Jbce1Ren+TYdwXJvLXnMJkdwIN9993bi6nJnKC4Nh9AiFXUpnFNPZ0sWLv3yZ9sYubMdm3iWzWbhmLuFYGNuxSXvp7Bzy4Gd+jJdK86kffiJ7nqDt7v/H3nnHV1Xf//95xt0jucnNTiCLQNh7qIAIDqwbtY5aW7ustnW1ttaJVjsU67c/bW1rtWqrtm5QURwoorKHbEgC2fMmNzfJXWf9/jjhQhh2OIB6nn/Bueec+7nnkfu5n897vF5MndHDK38ePuD+SkLF6XGiawYWFl9W/qcDGJGOCM/dvwibw8aezabOxWO3PE00EqWrNUxGXoDMwiDX/+n7CJJIbnEWwYIMBEFA0zRWv74BQzdw9Jd9lY0t4QcLx+Bw2/j2yHxOmDeVtEyrn93C4n+J4keqyCvNpvHq4SSiCeSfLSMpiaz6VSa94T6WPv0BNrvMPYtvxma3UTammGRCIb88G8ej1eSVZnPn0Etprmmj7PGdDL/pXEbNqKR8rGXjZWFxrKPrOrGeOJn5gX3HNJ367Y207G5F13QS0SSx3hi5pTlk5KUTyE1LZV+bqluIhHqxOfYtv/yZXjpbwuxat5v5L/yEQcMLD3pfCwuLY4drp99Kd3s3l9w8j2BBBqqisXN1NUpCYdQJlQydVM7Hy7aw6A9LEESB2i0NAPzxhscRJZEFS+djKFtxu3SgkpbdbWTkBcAw0HUdh8vOkAnWmsLiy8v/dABDlA9Wwk30xUnGFd556gMkm8SoGZV8+NJq3D4nF/3sXMbMGkF+aS7htghPzv/ngOCHJEtUrEpw1W+/wZgTR+JNP/LuIxYWFp9MMqGgJlWcHscnCl45PQ7ifQkS0QQAmqIS64tjBxCgra6DSKiXWE8MfC4+eHEl42aPYtCwv7F7xU5E8SES0QR7NtcTqguiKiq+dA8zLziOrMIv3hPdwsLiPyMRS6BrOk6P87CW5KIoEiwI8Ocb/4Zkk7ji7kvoaAxRv72JYGEGugGte9rpCfcS60ugJlXqtzUy5YwJZBcF6Wjo5KX/99qA8nFPmpvujgiB7DSKRw76oj6uhYXF58ANs25nywfbAfi/7/+ZvNJsrrj7EjILMqhev5v0LD+eNBfjZo9i0cNvDtC7ESWRK299m1jjNhxSL7IMP/t/a+gLR3ngphPIKgricdspGJLP6JkjjtRHtLA44hxzAQxVUeloDNG8uw1RECkYkktmfsYhFxuBnDS+dtsFGLrBP+99GV3TCbdH0FWNpuoWAPq6o/SG+3D7XbjT3Kx982PSLvKhawcLaOmagSRLZA/OsoIXFhZHMUpSoa2ugx2rqwg1h3F5HDg9DkZNH07O4KxDXiNK+4IbuqaTdvca6IigagYoGs/f/woI9Iv5dvHnn/6Nq//vCvLLcnH5nBjGvnLO3Ac2oyQUGoG7LlyAzWE7rCighYXFkSMRS9Bc08r21VX0dvXhcNpJy/IzeuZw0rPSDnlN5dQKWutM8d5YX5x1b28i3NaNy+dk3ZsbifZEKRtdQjQSw5PmRnGqbF6+jVkXnYA33Y2hGzTXtKXuV7ulHsOALR/uOMi+1cLC4n+DSEeEh3/8BJIk8t37vk4yluTy+ReSnuXn1jN/jSAKLFg6H62jCjW2GfpjnNl57eg5BgXlueQUZ1E5tYLRM4bj7rdZtkR4Lb6MHDMBjFhfnO0rd7F68QbaGzrY8uEO7E475/5oLhWTyqmcPOSgayRJYvLccax5YwNKQiEeTaIklH4Pd5Pu9m40VaepqoW/3fksSkJl+NQKiobmc8ENZ+FJ9/CXm/5OMq4Q7YmZtqrbGikeUYTNbjvoPS0sLI4skc4eVryylpqNtYSaO3H73OSVZuNJc7Py1bXMuGBaamOi6zq94T7ufOlGPGkerptxK/G+BOdeM5c//fhJRFFE1/ZpWjCg5VRAUzWikRi5JTlc9LNzeOqeF2ivD+EP+gg1dgIQbusmPfvQGyELC4sjR1t9B6sWr2fXuhqikSieNDclIwaRjCt8tGgtsy46Hqfb1KLQVI2+SJTbz/kNoiSSjCUBeOKOfxLp6OHEi47HF/Dy1pPLMDDw+D0EctJ4/PZ/IAgCZ119Gsl4ksKKfOZdfyb/+M1LtPQHMcx+eHOeUZMqsv2YWZpZWHyp2Oso9K/sS11eJ7HeeKqi85Gb/s6oE4aZLwoC8b44z9//KmDgTnMT7YkBZvWGqhRzy8NhMoOmLlc0WgzApNPGESzIYMLJYw58OwuLLx3HxK+kpmqsfHUtoaYwbz/1PpIsoms6yXiSzLwMdq2ppqgiH2+6h0hnD3s21xNuj5CRl07JiCJO/OrxjJ45nDefWMZLv3uNWE/4sO8lCKAkVexOO6NPHM7bTy4j1htHtpkLDEGAjxauprmmlTlfm0FucfYX+CQsLCw+CcMwWP/2JjTVnB9yS3IRBGipaSM9y4/daaduawPpM9Poag2z9q2PifXEwTAI5Kbzi1duwuN3s2t9DRf85Cyaq1pZ8sS7GLrB+JNHk4gl2fLBDtSkSiKa4Ln7F/H239/nt8vuYuoZE6jeUEssGkfAnCckSWLo5CFkDwqyafk2Rhw39Kjwbbew+LKjJBXWLtmIKImIgkB+WR6aprNnaz2jpg9HU1RadrdSPGIQTTUtbHpvG8lEkq6WMKHmrtR9Qo2daJqOrmhgGCCAYEB3qIfCoQUIgoChG7zw21dY+vRy7n/3TibPHcuutTWsiK7BAEZNr2Tz8m1oqs742aOYdvakI/dgLCwsBmAYBl1tYWq31NOyuw1V1QnmB6icWnHYKq0BFZ26Qf22Rhp2NKJrBpqi8ejPn0aURPyZPvavH69avxuAFcuv4dQzbkSS4ihJlTcXfotErJWsQfvaUfdWXqCsSv3fqsKw+LJwTAQwQk2d/PWWZ0CAzv0WDmAq9+q6wcRTx6IkVT54aRXP378IURI5/7ozqd/WwPHnTsHlceILeHC47alrRVnE6XUiSRKB3DS+cdfFdDSEyC4yJ4iiigKyBmfh8jrRNT2lGP7hy6tx+918tHANx50ziZxBhy5Jtzj6MAwN9FYMvRtBTAMxG0E4Jr4GFv8G0UiUSEcP3gwvGCCK5tLA7rYTauoitzSH3u4o8WiCFa+sweF2EizIACAS6mHV4vXMvGAahm6w+JF30DWdvZ0h0Z44YKTuCeBwO1ILFYfbwaDKAtKCPnaurWHWRSfg9rtJxhUQoHrDHoIFGeSV5Hyhz8Ti02EYGoZaBeoOMJIglyLYKhEE15EemsWnINwWQUmqOFx2M3MBSJKIIIh0d0RwepzEeuJ0d0RY+8ZG/EEf/qCP7973df70kydp3NUMQF5ZDkpCZe2bG+lo6kq5EG16byub39+GoZsTiNPrNEX4AKfbSfm4EjYv30a0J0ZWYSanXTGbWG8cRJFtK3aRmZ9BZl7gECO3OFoxDANDrQN1Kxi9IBUg2EYiiJbY+7FKtCfGmjc2sGttNc2728wqrVGD6enq44OXVnHihcfhSdvXUq4qKr9eciuyTU5VdM677iss+NYf+tcS5vygazq6ptPZ3EVv2I4gCuSX5eBN9+Jw25kx5/cYuo4g62QGdzF69C8xDNj4wY0E8zNTbokWFl9WjolUYKwvAYJwSJ0LXTcAA9kmsX3lThwuO7JdRpRE0nPSEASRqvW7U7ZF3/7V1ygYkktWUSYnXzaDYZPLsbtsaIpGR0OIsrGDB3gw2+02HC77gP52JaGy8rV1LHp4CbvW1nwRj8DiM8Aw4hjxNzHiSyF8DUbn5RjxtzCM+JEemsVniAHYnXZkhw0lqfLWk+/x/nMrAIhGYuQMDtJW146q6Li8ztR1/kwfPZ29XDf9Vh665lEadzXTXNNKflkOuSXZdDSEaKpq4Tv3fp2C8lxKRg3i/z74RapX3WaXkWQRVVHp6+7D7TM3uGpSxeV14klzU7+j6Qt/HhafDiO5BpKrARsIflB2YsTfwTCUIz00i88Ap9eJgNlOZmL+1ivxJJn5Aep3NiHZZOxOM/khCALfvfcy7C4bbr+LO1/6KWdffRpdbRE0db92swOWK/HeOB+/t5UbZt2OzWkDDC6+6TymnjEBx942FUXF5XNid9lTOl0Wxw6GuhOSy8DQQEgHrQkjvgRD7z3SQ7P4L1n/ziYinb1Ee+Lklebiy/SzZ0s9giAgCCJ7tpgi/6YWzscsfvQdFj/6Duve/ph7Ft/MH9b+hoW/f4OsQUHmfvskbA4Z2S7jC+wLeggCGLpBe0OIHaur+Pi9rbTVthOJFKXOMQAEaNnTzj9+8xIfvbIW1fOoWXFhmwy2yVb1hcWXimMi9exJc3PeNacTyA3w+2seBczyLFXROPdHc/H43QRy0+l4rYuFD72emlAevfkpDMPg/OvPRLbJVEwqY9OybUiyhNMjkVUUxBfw8pXvziYRU1GTKvG+BKGmToIFZhVG4bB8zvnBXGo+ruX1x95J6WfY+oMk3R09R+ahWPzHGMpW0LsQpDwM+vVL9DCGsgXBPuHIDs7iM8HtdxPI9tMX7mPQ8EKq1tWgqRq6piNKIp40F4UV+dTvaBpQ4rmXvQsJc4Nh0rK7DV03UJPmd3/hQ4tpbwyRVRhk6dMfMGxyOcUjByHbZEpGDWLLBztMf3ZBMDV3kgo5g7LMAKxu+bYfSxh6L6jVIOYiCP1/L1I2htaCoTYh2AYf2QFa/NcEctKwOWR0TSd/SB712xtZ+epadE3n/BvOJG9YAZkFGdRtbxpgeQpmEOPK+7/BzAum4U33UDJqEMGCAJqq09EYwjAgtzgLURRprW0HQUhpZgC4PE4KK/LZta4mVaGRjCUxDHjj0XfQNYPrH7nyC30eFp8Ow1BB+bi/qrP/90PIwNDaMdRqBLulW3Cs0dfdR6ipi5cfXExfd5RTv3kSALJNJtTUSfagLLo7etA0jdWL19Pb1UdGrlk11bK7nUioh+nzpmIYpntR8fCiVEWn3v8Pm0MmEd07N+yLej78izlc+OOzaG+4Cgy4/izTnSh70CYmnz6e5uoWNjltTJgz+ot5GBafKYahY2iNoJktQ0jFCFLhvnWGxb/kqA9gJBMKaVl+sgdn0VbbjtPjINaXoHLqEAI56aRlpTHh5NHY7DZcXkd/RcY+dM3A7TczoaWjBmN32lEVhV1rdvP6X97B5rDRF4niTfOw4tV1YBic/YO5VE4dQmFFPqWjBtFeH0LTdLwBLz2dvaRn+/n2Ly9FSap4A5YbyTGDWg3RJzEQQDPFkYg+CZ7LwQpgHNPEowm6WsMIgsCI44ex7u1NPHfPy2jqvtav919YicNt56SLpxPISUdNKhiGkarsMrOnAr9+6zZcHic3zLqdZFxJ3bdltym4F+noITMvg+/d93VURWXFq2vpaAyRV5rLoOFmxqSxqpm2unb8QT8blm5my/LtnHHlyQyfVnFEno/Ff4lhZk4PWlQIdjC6ACuAcazR199mJtkkxs8exbq3NvHKw2+gKVpqrnjv2Y9wuOxMPWMiOcVZNO5qHuA8lownsdttePxufjLbrMBq3GVWTAiCAMK+/9tdNvLLcvp1uxS+dtv5NFY1M3RSGaIsUre9kY7GEOvf2oTT40hVaf35xr/xuw/v/iIfjcWnwYgDyr7gxV4EN2gdR2RIFp8OTdXNSgtRBMEU7ZZkCVEy/x3rjZFfnktXS5hwe2SAXXogJ432hhDXTb+V7SvN9eaih5eQX5bDWVefxnMLFhHvS5BZkJES8y0fV0LtlnrKxhazYOl81r+zCZIChnGAK6IAgbwATVUtjDx+KA6r8uKYw1DWgbINBJ95QK3FkCsQHFOO7MCOIY7aAEZXa5jNH2wn3NaNbJMZPKKQjNw0Lrv9QgQBsgYFKarIx5/pwzAMOhpDyHaJ486aiGEYSLLI1267gHBLmCHjSwFzYZEzKIjL42La2ZPYsbaaRF+CcEcPalIDDERJpKuli+cfeIXKKUNIz05n1PRhZBVm4E13s+z5FdgddpIJhURfggknW9HPYwfpEMcMjpFOKovD0FjVzPq3N2EYZvWEklQYNrnc3HDsF3hweZ1gwJ7NdVRt2E3L7jYadrUweFgBsl0mGU8y4vihuDz72krUpMrFN52Hpmg8/csXiPXGGTq1gvRMH5qq0lzTSsOuZlp2t1M+thjJJjHptHFcPv+rXDf9VnTdoKnK3Mi8+ue3OO6cyXS2dJGW5UeSDvX3aHFUIbhBYECgCzC1MATLWeZYwjAMdqypZufqKgRRMJMdhsHwqRV40j2IgkDLnnYAnG4HhmGwc2011Rv2UL+zkZY9bQwaVoBhmK0eE04dgyQf/B22OeQBFVu+dC/fuOsi/nDdX0lEk3y0cA2FFfn9AZIJXD7/q6x4ZS2bl28/IAFj0NXWTVrQZwn/HgsIDkDGMNSBulpGDGRLr+BYZP68++hqDaeCim8+8S4nXXQCsZ44GXkBc29SWUCoOYx4iBZ3QRDMasx+VEWlvaGT5+5bmJpr3D4XDredYEEmZ37/FF783Wup8wdVFrL8hdtpb+wkWLgMURSZcsYEAjlpOF12ejFQFQ2HJcd0TGHoYVNTS8xLJUcMwwtqNYZtCIKYcYRHeGxwVAYwesN9fLhwDQ6XnZcfep1ENMnwaRVkFWQyae5YKiaVpzYZuq6z8d0t1G9v5IXfvYYSVxg9czhFwwqI98QZN2fUANG8cHuEfy5YiJpUaas1o+IdjZ2Ikulssvf9b3l4PXllOaxfdyOrXlvPrItPIGdwFqNnDifcFsEX8BDISWfVa+vRNJ1BlQVUTCjF4XJ88Q/M4t9DHgLuS80Wkp4F5jH3JSBbWfFjlWhPjPVvbcIf9PHEHf8k1htn/JxR7Fxbw+xLZzBsSjmP/OzvACxYOp8tH25n47tbSMtOY/i0oTTuaqalto1xJ43k8Tue5b1nP0ppWixYOp8PF66mYUcTjdUtpg6PKCCKAk01LTTuaqG5po30oB8loRAszCQeTbDqtXXMuWwGgdx0lISaCmAocYWPFq5BFMDpcTLxtLGHVTC3ODoQRD+GVAzqbgwxCEigd4HoRbA2JccUoaZOdqzcxaI/vomh60w+fTzh9m6qN+xh7hUnMXrmcP7v+38G4L537mD16+vZvrKK9Jw0Rh4/jPrtjbTXdzBuzigGVxbhzzQzZ3vniysqr0FJqkw4eTQOj5Mlf11qCvMNyaWlppUJJ4/B7XMiO2xkFWbSG+5j9eL1vPaXt8GAX71+C6qics+l/0e8N87JX5/J+8+vwJfhZdKpYwdUgFgcfQiCDcM2EpJr++cKOxgREAwEeciRHp7Ff4Cu60QjMXTdrLzei91ppzcSxRvwMHRSGY/f9g+WPP4ut/zjenRdHxDo3mu3etfCn/KLi34LwM3PXMd1028lGd/XTtbZ3EVa0M93fnMZSkLh5MtmMHh4kZnoCPoYO2sky55bgZJQkWSJla+uxeVxkl+WiyfNndLasjiG0LvBwKzs6Va4UMsAACAASURBVEcQRLM6XO8GK4Dxb3FUBjDqtjXw3IKFyHaZ2i0NgLn48GX4yB4cJNQSZsa8qcg2mY6GEHXbGskqysRml7HZZSaeOpZYX5xZl56A3T6wnE+SJbSklsqOpOgPnv7muSrsThuV47uBbsaO/TXxvjhvPflTxs8ZzcRTxyKKImve2EBzTSsLH3odBDj3h6fT1RLm+HMmHzIrY3HkEWzDMPQuDK0BUAADpCIEW+WRHprFf0moqRPDMLA5bMSjCTRVIyMvg0hHBLvTxs7V1dzwl6vIL80h1hen5uM6gkXBlJPI4BFFdDSGyMzPwGY/eDpMy/LxwYsNpOekccrlJ9Kws4l4NI7NLlO/oxGH20k8miSYH6AvEqVuawPNu9v4x29ewu138/9W3MONc+6kq62by+d/NSXWF43EWLV4PSddfAKy7aichi36EeyTMQSfmTFBAbkYwTYKQbD/y2stjh6aqlpweBwImI5CmqqRXZRFJBTB7rKzYekWNEVDskmE2yO07G4jqyjYf7VM+bhS2hs6yCvJwZ/p44ZZtwP7Ahjf/c1lvPf8CnyZPgTBDHQaBtgcNuq2NuLwOkhEk2QVZdLT1Uvtlgba6toJNXbh9rvIHhwkGokR64kh2+SUDldPVy+r39jAzAumWZUYRzmCXImBHdTNYIRN7Rz7GATRd6SHZvFv0tnSxfp3NhONRDnp4hPIyAvwzK9fRNd0fvjgtwkWZJCRF0AURf4mP4eqaDTuaqY33EeouYuiYQVIskR3R4TCIXmkZ6el5oiOpk7mXfsV/EE/j/78KWJ9cYZNKseX4U0FNdpqO9i2YheVUytwuOyMmTWCedefQU5xFt3tEV575G1URSPRl2Dy6eNQEgo2h+2QJgcWRymHXTsYn/CaxYEclSvnns5eBFFEU/f1fSkJlc7mLl5+6HU0VWNwZQHedC+71tbw0oOLkW0Sezab4p3P/OpFknGFyknluP1u/EEfHr8bAHeaiwmnjuH951Yg26X+1hFwe13E+syNiS/DC4QBM8Mb6ejh6V+9iKbqFA7Np2zMYB665lFsDhu1W80Ay0sPLkaJm6Xr2Zat6lGJINjAMd3sXXdMB9EDQsCa+I9hdN3g+QdeQbbJtPaXZL715HtMPn0cgijiTnOzadlWWmvb6AtH6Q33kpk/0Jrw+Qde5YUHXqVhp2mLeO0JtyDZJH7z5m0oCZW6HU201baTUZCBN81NZ3OY+u0NXPajRfgyvLz67OVk5GewY9UuBFHCm+5BssnE+xJsfHcLSkIBg1TwAsDtd9HREKKrtXtA36zF0YcgyAj2UWAfdXAricUxw0PXPkYyrtDQXw7+wYurAJg8d7zZ1y4KnH/9Gbj9bja+u9l0PzsANanx01PuQpTE1Hrjhlm3Y+gGZ//wNOp3NJoi4PkZTD1zIo27WqjesIfq9buZNHcc6dlpeNI8bF9ZxUeLVqNrRsoa/upJP0OURC644ayU3SqAL+CloyFEJNRjVWwd5QiCgGArB1u5NVccg8R6Y3y0aC2ufsvjhp1NbH1xJ211HXjTPWTmZxAsyEwFLz9+bysAC771exAEZpw/leoNeygfX8KYmSMYNKxgwN9Ad3sETdXZ+tFOkvEkuqajJFWad7fRWmuKfqqKhifNjT/Th2STWLtkI7MuOoHXH30HZb/5a+Ef3uDZ+xcx75qv4Pa7GHH8MHIGW3uPYwIxC0Qfht6FIJpzvaF3m3sSMfsID+7Y4agMYAQLMzj3mtORZYnfXf0IgkDK/UMQBJJxhXf/8RHvP7+CRCyBrhkDxDQ1VSfaE2P++QsQJYF5155B5bQKCobk8dHC1dgcMn3d0VTLCJhCW5Is8sITF1E6ZjBzz/srfd0x3lz0bZb8dSlun42sokwadjT2i4Ie4odJEOjp6rMCGEcxpsBahlWi9T9CsD8Ysb/NsWEYfLRwDZuWbWPGBdPoaOzkmV+/hKEblI8rRpSklIe6klCIRqLY9qvUCrd348/08fGyrdRta6Bs9CAioR5CjZ3UfFyLN93NzQ+vZ8SkPiDCRd97AU1R2bHyPD56xdwUdTR0AvDgD/+Cy+vk/OvPPHjwAgNtFy2OeqwNybGLw2UnfkBQQtd1Vry6lk3LtzJ+zmjqdzZTNmYwkVAPu9bV4PI6UwHGWG+cHWuqScbNjOdeVEUl2h2jq7WbwZWFRCN9tOxpIy3Lz/R5U3ju/leQJIFgXoCy8aX85aa/m0FNQUC27avWjPclcLrth3RHMucK/eDjFkct1lxx7NGypx1dN+3V67Y10FzTRrAgk2lnTaJ8XAkrXlnDzAuOAwauOeT+6s1hk4fQXh+iYnwpD1z5J2BfhRaYSYy2hg40ReXUb55ER1Mn4ZYwNrtE/bYG7C47nnQvWkTD5pCJhHrZs7meV/60pH9+2JcEifWaCdfMggzifQlWvrqWE86bknJBsTh6EQQZHLMwkiswNLM9GTGIYJ9ysAiwxWE5KgMYBUPy2b2pjnB7BH+G19Sn0HWcHifn/uh01r29idySbGwOGVESKB9fSkFZDstFAQyoPK4Ch8vBhrc3pdR6t3y4g46GELGeOJVTKnj/uZUIgpnBtTlkLvn5PDxpbrIHB9m1uho1qRLpiLDkr0vpbO6isxkeu+VplITKdX/6Hudd+xWyCjN59OanALji7ktor+8Y4O1sYWHx+aDruvkD7rBxxws3sun9rfztrucwdIOpZ05g3Vub0HWDum0NjDh+GK8/+g4Ap3zzRHatqSY92483zUPNxj1MOnUsU74ygSfvfBaAi286j3hfnPrtTWQVBbE57excXU1WUZD67Y0YBzih6ppGW32I919YiWyTcB3QkypKEpq2z8oVzE2PIAikZ1sZVQuLzxNVUUnEkix4dz47Vldx7zd/TzQSY/yc0Tg9Dta++TFqvwPJ5Lnj8AW8/O6qR9A103Fg2hkTke0S21fuxJPm5soFlyNKIo/e/BSqonHmVacR7Y6SVZiJYEDNpjpyinOIRmK8/ODrdDSEAFjz1se8/+JKkgkFQ9OZ/bUZVEws46m7nwfgrKtOY/TM4WxcuhldN1JtbsmEgmyTSQtabQgWFp8n8b44siyhKiptde34Mr2IooggCNjspuXyrvU1/OSxq+kN93HXhfdjd9q44u5LUvdw+ZzUbKolEU0iiKAklVSCxJPmpnl3K1pCNZ0N09y07WmneuNudm+qZ9Lcseh6D4MrC2mr66Bue6NZpZFQOe2Kk0jPTsPAINwW4Zu/uDjV9ur0OFASCtUb91gBjGMEQfQhOE/G0PsAA0H0/strLAZy1AQwIp09VG/YQ2dzF/6gjxHHDyPc2k33N08kEupl49LNyDaZqg272fLhDmq3NlC7xSzh1FQdAUjGFQzdYMWitfgCHuq2NQLw+G3PoCZVZlx4HB+8sBJBFFJlm7JdxpPmJj3Lz4RTxuB0OwjmZ7B5+S388cdP4PIeKMppkJmfgRJXaKpuSXm4h5o6Sc9JJ7PAyuxbWHyetNa2s2nZVmJ9CQTB1LGYccE0Xvvz2/SG+1j7xkaaqlsB6OuOsuy5Fanv6VO/eAFd0xgysRQloSKIIqOmD8fmGLgIaa1tx+G2IwgCgew0KqcNobm6lSmnj6d0bDGP3x/g6vR3Afj9HRPYvHw70M2gygJESaR4pOn3fvbVp3HK5TNRWi8h2hNjzcrrMXTQNI0xJw4fkFGxsLD47DAMg92b6tixugpV1ZBliYqJpaRn+3G6HeSWZLPk8XdTIrvJWJKVr64jrzSbRNSs1Ni0bCsV40tx+ZzYHHaGTysZUCEhyRLNVc2kZ6cDkD04C5vTRktNGxGlB5tj3xLL7XPRVNVCNBIDYNXi9ax5Y4M5Vt1AtksUlOfS3R4hN/BjRFFg5YfXousGE04ebWnlWFh8zmTmZ7BzTQ1qUsUwQBRNcX9BMF3MOhpDfPjSagaPKEJJmtWbgrgvaWkYBo/d8jSGQSpw+d0xP8af6eO2Z2/go0VrSM9Mo6mmhdqt9didNsrHFdNY1YySUJBlieLKQjLyA2x8dwv+gNes6i4K4s/00d4QIhkz9zkHanY53HZ6u6Jf6POy+PTs//dj8Z9xVPwiRkI9vP/CSiRJ5Ln7F6FrOuf+6HSmnTWRb8y/iNqtDYyeMRxNUelsCeP2Otm/Os/usDFsyhAun/9VlITCbef85hBlmGa5pmEYCPu1f+SWZHP2D07juLMnpUr+nG4HLp/T7KMHDMN8jwt/cja6ppNdlElucRb+LB9OjwNdMygalk/5uBLLGtHC4nOkuyPCqtfW4cvwEkz3oGs6C771e5xuJw+vv5dkPMn1M2+D/gCG0+NIBS+AlFDWrK8eT/agLNYs2ZgKZu5FUzUcbjuiKKb6mP0ZPvwZPjoaQ4yfM5r3n1/Rf7ZBtCe23/h6cHoc2J02NFVn6OQyHC4HNp8Lu9NG6ZhiREkgtzgbf4aVUbWw+LxorGrm42Vbycw37Q5VRePOC+7HG/Dwxw33Ee2J8eHLq1Pn2512kvEkzTVtqWPdHRFO+caJ+AJelj6znP2Lr664+xISsSTd7ZEB5eSBnHQCOem013fwrXsu5Z5LHgDgl6/fwg8m/4zdm+oAiHT04PI6uez2C4hGYow4bihi5BuMHAEoVQCceOofsTts2HKe/vwelIWFBQDBggzyy3Np2NmEmtSIdPagazrFI4owDIPtq6opGzs41VY29ztzaN3TTjKexO60E2rqIhlX8Gfuy6YLgkBPZy8b392My+tkxHEVIIDdaSPRl+CDl1bTXm8GO3ZvquPjZVs5/dsnE+2J8cFLq7A5bEyeOw4w2+C+d9/X6WgImS0lnn0JkGh3jKJKyxnL4svDURHA2LWuBtkm4c/0IYgCkijh9rvZ+tFOZpw/jdLRgykdPRiAPVvqcHldZA8Kpto3zr/+TPyZPvLLctE0jctuPR9Rlnj6ly8A8I07L6K9IUTp2MF4071kF2Xy19ueAQPOuPIUhk0Zkgpe9EWiLH9xJZIssfXDHcR641ROrSC/PAeHy87YWSOxO02V2IrxZZSNLkZTNUsF2MLiC6B2WwOyw5YSxBQlEdluOpDsXUQ8uPJXKWG9U6+YxT9+/TL1281qrMKKPMDMtNww63aUpMrsS6bj8DiwO2zomk6ouYvKyUN44Pt/It6X4Fv3XIIoiUQ6esw2s0HB/r7W+exYU83p397FooeXgGFw6hUnUbulnqGTy5l4yhhyi7PRQ18DZRUyUFp0ixkU8fztCD1BC4svB1Xrd5MW9KcqF2SbhGyTifXEAbMi4qFV5lyhqRpzvjaTh2/464B7CILIHefdy4Kl8ykfX8q6JRuR8zOQbRKqohFu62bMrOE0V7fxxx8/gWyTuPzOr9LV2k2wMJNAzj4Hgg1LN3PmVaey8MHX0Q2Dky+bQcPOZgTguLMnkVWYiR4a+Blkm3RoTQwLC4vPhN5wHzUf1xJq6sKf6aV09GAKynNxeZ1Ub9xDXkU+6dlp1G1vQrZL5JXkpPYeX7/9QpY8tpQtH2znqzeeQ8ueNi644UwGVRYOaC9vrmkl1NRFYUU+AEPGl1C/vRFN0wdYqtpddtJtaTx55z9RlX1uiY/d+jRX3H0JSkLFm+4hZ3AWK19di5JQcLjtRLtjIAqUjBr0BT89C4sjx1ERwOho7OTZ+xYiiMI+J5Ffv8hZV52KpmkDqhoKK/Jpre2gZU8bSlIFw0AURUZNN60wJUliwiljWPGK+eUGgVBzF0Mnl1MxoRSbTaZ6/Z5+UVCD4pFFlI8tTt2/bmsDz95nWrjubUFxeesYNX0Y086amOpl01SNnWuqqdlUi67ppAX9jJpeSSAn/Qt5ZhYWX0aikSj2/QT0Hr35qVQr2Y0n34kkSyxYOj+1aYiEenA47dx7xUOAwOXzv8r4OaNTVsem7fIYNr+/nZ5QDwDlY4upmFiGJ82NJEvEownUpErh0HyGTChNzQG6rlOzcQ8ZeQGzIkwQKBySR2ZeILXQAQZkbbs7IgCsfvU9xs4aSX5Z7uf4tCwsvrxEIzH8QT9AajNRt810DTvQAlWSJSbNHcsLDwTRdYPGXaYj0ZDxJan7PfC9PxLrjXPmlaegqRqiJDLi+KEUDx9EQXk+T85/lnhfgr5wlCHjSygbW5KyPU3Gk9TvaDLdRQQQBYHBw4vIyA2QnpOeyuiKmX+js6ULvfMyDE1nxfIrsDltTDg5ZLkVWVh8xvR09fL+8ysQBMF0BmvspKmqhalnTuS0b55EqLmL3Ztq6euO8d4/PiCZUJh+3tTU9bJdprMljADMvHAaNRv30NLvhrY/Lz/4OgYG37v364iSSEZugEB2Op2tXUyfN5V/3vvygPMPFBvGMAMtkiySV5aDy+PkhPOmULOxlp6uPooqCygZNSjltmhh8WXgqAhg+DK86LqBJO6rYNA1A5fPdZDvuWyTmXTaWDqbuxh5/FCcHidZRcEBm5pATjqzL53O2FkjUZIq6dn+VLl25ZQKSkYNZsoZE+juiBBui7B1xU6KhuaTnpVGuCOCcMB7ipKIbJNJxpKpzcuWD3ewZ3Md02f/HkEQWLP6Bj5cuIYTL5yGJ83qabKw+DzILspiS/2OfieggRwqU+nP9DHzwuN46cHFAMw4fxo/PukOqjfsoa/b7Be9/zsPYxgGd738U2wOGzfNvRuATcu2AfDGY0tJxhUu+PGZvPPUcoIFASomluPP8KIqKpIsDtDPkG0Syei+rIqR/jjhnWcDULX7DgC86Qpr3/qYtKDPmi8sLD4HcgZn0d4QIq0/iHE49ncJ+PPm++nrjnJZ6dUIgsBvl90FmAGP6g17KBtbzMlfn0kimsDhdiDb5FQwpGr9bgBe+eObxHpjzLvuDHJLsqmYUIYkm3OTKA6s0pRsEonYvrlCSSqsfG0dU6YJiA4bwcJMEtEEqxavZ87XpuNwWZo5FhafFVUb9iCIIulZ5hxhd9qJ9sTYtmInWedPIzMvkGoBq91qBj/vvvi3JPp/328/9zcYuoEBzAteQeXUIcy+ZDp6QE+tCXrDfch2yQx2NHeRkZ+BKAqoqoaa1CgbMzg1Hl3T6e7oSf3f5rCh6zpTz5yAy+tk1PRKXB4nABm5ATJyA+i6ftA+ycLiy8BREcComFDKWVedSlqWn6fufh5dNzjzylMYOqn8kG0ZoigSLMgkWHD4jITdaSevNOeQr9nsMtUbdtNa18HLDy7G0OHcH81l/MmjCeSkM++6r5CRG9hXJnbHhfR29aXK1uPRBLVbG5g+5w+k+bcDMHHSAtSkSv3OYoZNKv+0j8TCwuIQFFbkUbetgY7GTtx+F/OuO4Nnfvkivgwv97975yGvEQSBB97/BbBvI7I3eAGkNiaHCyQkY0kinb0oCZX0LD/dHT188MJKpp8/lexBQcJtEZ67fxFglov2dPamWt7A9H7/8L0fEdxP4NfmsCEKAq21HZSOtgIYFhafNRUTy2ir66CrJdzvLJTg2fteJi3oHxC02B9JkvBn+Hg5/ETq2P5zxsfvbeWnp9x12OvBzOrKNgl/0E9bbQdtdR1MnzcVb8AzQC8HTJHh/eeKzuYwakJlR9XtqWMOt4Oezl46GjspKM/7bx+HhYXFAXTUh/CkDaxacPtcdDSEUBX1kMK5Ayzb9YGWZNtW7EJJqMR6Ypx33Rm88MAriKJI/Y4mwAxuJmIJ5l13JrJNYtxJIwkWZKbmk6oNu9m+soqXH1qcuqeuGwQLMph8+vgBidr2hhDbV+0i3BbBm+5m6KRyq6LT4kvFURHACBZkMuUr49n20U7Ouuo0nG4HQyeXUTjk8/mxbq1tp7W2g+xBwVQpeXp2GpuWbeP4cyezZ7Np4WoYBoZuEGrqYtSMytRklowlEQQ4MLQiiAK9XX2fy5gtLCzMwORxZ0+ifkcTrbXtZOYH+O3yXxD4D+xIy8YW8/F7WwHT1qxsbPGADcnef+/NrJ7+nTlIkpgKYPoCXiJ6D9UbdlM5tYIPX16NklARRYH2hhDedDfF+/Wi6pp+6IEIAqqi/kef38LC4t/DF/Ay44Jp1G1roKu1m5zBQR5c+cv/qOLpUAHPA9k7X1x/4m10tYS54p5LkW3muiIty09nSxf1O5oYM3M4N5x4Ow07zfaUP97wOLJdZu63Tkrd6/Bzhem2ZmFh8dnhzfDQF44OcPRIxpM4Pc7U3uDA9cBdC3/GjXPmU7e9kbIxxf0OZPtormmleGQRE04ezVtPvIfskFMBDG/Ag9vv4vhzJxHvTRAJ9VC3vYHc4mzsTjtdreGUMGdzTRt5pdl8+5eXEmruIt4XTwUwOlu6+HDharxpHoIFGcT7zCqtSaeNtYKcFl8ajooABkBeSQ65xdn9JdnSgJIowzCV/kVRwOU9uHT8P6WtvoOXHlyMbJNSmhtP3vksSkJl2lkTOeHcKexcW828a8/A5XNSPq6EgvI8NFVDEM1eOUmW2LT5JkaN/CUA23bcSkdjiFHTLQ9mC4vPE7vTTtmYYsrGFB/0mqZpdLV2o6saaVn+g0qu91+M7K28+KRsqqEbRCOxAdUTYFqqdbV248/w8cZjS1M982/8dSkOp50TzptKd0cEh9uBP+hHkkWUhILNsVc/w0BTVLKKgp/mUVhYWHwCHr+byikVh3xNSSp0tXabVsk5aYe1KT0w4Hm4+ULXdAyDVPBiL06Pk+62boZNKictKy0VwPBmeGnY0cSNJ9/JHc//BJfXSXq2H0EQUBUtdR9N08GAjFxLX8vC4rNkyLgSlr+4Cskm4XQ7UBLmnDBu9sjDivK7fS4cbgdDxpeyYOl8ThYvSL12YELkdx/dAwzU3FGSCqtf30B7Qwi7w4aaVNnm2sW0syaSlmVWbV1x9yWpCnBN0xEwBliu71pbg9vnSrXSOj0OEPzsWFVFflmuZShg8aXgqAlggFnqvVdjYi/h9m7Wv7PZrGwwDIJFmYw9ccQhAxmaqhFq6iSZUPEFPIftfXV6nKY36kGY3sqeNA/jZ49OHY109rDy1XW0N3Qg22RKRg+mYmIZm97fhjbMDGqEGjvxpHusEi4LiyNEJNTDqsXrifbEzAopQWD0zOEMGlZ40LmGYVofXz7/Qnauq6agLPegzOyCpfMxDIO3/76MRCyJw2VPvRbrjZOZbwY19tfecLodxHrjfHf0DQDMu+4MikcWMXrGcNYv3YwACKKIpqiUjytJ9d5aWFh8cbTWtbPuzY/7K6AEbA6ZiaeMOagtde+G47rpt1K7tYGC8lxiffFUH/r+3Pv27Sx5/D00VUtlbwHivQkKys11wQPv35XazNz79u1cPelndLV08/7zKxEEg7JxpQw/fiib39+GJEtmMEPVGD6tAm+61WpmYfFZEizIZPLp49i2Yhehxk5sThtjTxxxyDXDoao0Ad7Un/23EyIA9dub6GgIkd2fvHj05qfQFA1fhpdxJ43kl5f+DoCG/qqNP9/4JDf9/ZqU+yGYYuAu38DWF6fbQUdjCF3TB8w/Fhb/q3zqAIaiKDQ0NBCPxz+L8QzA0A3i0QTpZW5s3eYxh19i+44dA6KRYDoCJGNJesNmqae7y4VcLx3S3lR36/zgiW8giiJ93WbLh9vnRpRF6prqoOngMdhzRAIu09u5z4gg6zLlM4uoj9+NoRsMmmYKfVbvrv7Mn8PnjdPppLCwEJvN9q9PtrA4CtF1nTVvbABIqfWrisqGdzaTnpWGP9OXOldTNS78ydm07mmnuaYNVVHZubqaKV+ZcJDSvyAIDJsyhDVvbCQt6MfhttPXHSUZT1I+rhgwFzPnBC4H4IZHvs+qxet55Y9LEASBjLwANRtrGTZlCCdddDyttR2oqkpWQSbp2WlWpsTC4gsmHk2w5o2NeNLcqaBkPJpg9esbmP21GQP6zBOxBB8tXENvuI9gYSanfXs27/3zQ447e1JKGHwvNruNIRNK2PrhTrOiw26jt6sXUYKiYQWp86o37CHWG+eHU3+eEv58+aHFXH7nRWxfuYtxs0dy4kXH01bXgWEYZBcF/6UQqYWFxX9HfmkueSU5KAkF2S7/R4KYB7oZHY79X2+sasZ3wNwhyRKhpi4kWSIt6CMa2aeV09US5s8/eZIF7+67R0ZugFBz14B1Taw3ji/DawUvLL40fOoARkNDAz6fj+Li4s98MZ6IJWmqbkEQBDyYqr92l93MnpbnDyj57A33oalm+ThAsCADJani8buxOw/emCsJhWhPHEM3+0plu4zdaUPTTEVfm8OcyOLRBM01rQiCgFcYOIbBlYXHvEe7YRiEQiEaGhooKSn51xdYWByFdHf00NsdHRCAkG0ysk2mZU/bgB/65t1ttO5pI3tQVupYPJpgwzubmf216QctYAqH5COKIjvXVvOnnzyJbJe55ZlrqdveyI5VVWQVBSkdPRhBFLjtnF+jawb1200L5r/e+jRfv+NCajbuYcj4kgGCfRYWFl88oaZOdFUbUFHl7BfK7GzuIrc4O3V89+Z6erv6+N59l6eO9XT2svXDnUw9Y8JB9x4yrhS7007V+t08dssz2J02bn7mOnatq+H3P3oMu8uW0tPYa/+8F0ky3RCqN+zhpIunHxQgsbCw+HwQBGFAhQOYiY7qj/ewZ1MdqqJRNKyAIeNLD0qeps7XNPq6o0iy9Il2pvJ+zkOP3vxUqo39+d++wtKnl6cEx/cmRUrHDCYeS/DBiytBFBlUWUDp2ME0726lp7MXt99FPGraNx9qTrKw+F/lUwcw4vH45xK8AFLBhUO+tl8LiK7pqEmVcHuEZP/E0NHYCYbZEnKoAIbNYcNvl82+VSDeG6e3O0q4rdvsN81Lxxfwomv6QWKdqffV9WM+gCEIApmZmbS3H+xdbWFxrGDoh/meCgKaqg041LK7Dbf/EOWXXX30dUfxBbwH3Sa/LJf8slwW/WEJybjCxqVbiPbFScaS/O7qR2ir6wAwN0UHDESSJdSkiq5ZdmcWFkeaA50DPum11wnOQAAAH5VJREFUpqpmfJkD5wNvwEP7YVwKBEGgeHgR/+/qR1K6OLed9St03UDXdfoi+84NFmbS0dhJXml2ynJRtsv0dPZ+mo9nYWHxGbBh6WYadjYTyE1HFAXqtjUQaurkhHOn8NNTTHvlvdo4Pzru55xx5Skpe9VgYQZjZ408ZKvZ4OFFrFq8/qDXHG47wn42y7Fes6p9r537o7c8zSU/n8faJRspGTWI6fOmsnNNNZ0tYXwZXsaeOOITnRktLP7X+Ew0MD6vMmjJJhPITkO2y2ZAAsjMz0BTVCTp05dJCYKAJEskogni0QSaYvoyg9m3CuDyukg/1BhU9ZgPXuzFKmO3ONbxZ/qwOW0DtCp03UBJKOQMzhpwrt1lQ1MGBjX2BkQPFODby95S0b0Llo7GTnRNY/r50wbcq3BoPvG+BDaHObVecfcl9HT1EizMOKxIoIWFxRdHIMd0LNpfq0JVVERBID1noJuR3WknEUti32+vsbfHfP/NxieRTCjomsH086eiKRrLX1xJVmEm37rnEh784aMDzo2EeikoP7T9u4WFxRdDpLOHpqoWsooyU+vjjNwA7fUh2upDB58f6sXmsOELeDEMg66Wbta/vYnjzpp00Ll5pTkMnVhG1YbdnHXVaTz/20XYHDbufes2lKTGtdNvRZLFgxyJREnE7Xfh9Dqp3dpAyahBTJ47/vN5ABYWxwBH9YpatpkaFkpCAcPAADRFxel1DggeiJKIbJcJ5KQd1EJyYFnYoUjEknS3R8yJqn8jE+2JYRgG3jQPoiSi7t2kGAaqouLyOKxsqoXFUYJskxk/ZzSrFq+np7MXQTQrL4aMLyGQM1C9v6gin92b6lCSaso+LdzWTU5x1r/tcqRrOrJNxuN3c+oVJ/H6o+8gySL3L7uTjxauIRqJ4fQ46GzuQpQEhk8b+pl/ZgsLi/8cT5qHEccPY/PybYiSBJh26WNmjTgoK1oyahCrX9+Aw+1AkkQMw6CzJcyQcSWfmERZsHQ+1xx/M7vW1WDoBqddsc8qVRBMu/Whk8q56GfnoCRUesN9xKMJHC475eNLP6+PbmFh8W8Q742DcHByT7ZL9IZ7B7iZxXpifOV7J6daS/a6GnU0hIh09hzUCiYIApVTKygeWURvOMpbf1tGMpbkvWdXoCQVOlu6BsxDdpfd3AP1I4oCggB94ajVZmbxpeaoDmAIgmlZqiTkfjFOsDntAzybQ6EQs2fPBqC5uRkBgYxAJpIs8v57y1OZ0E9C13XTInW/2m9N0YhGYmiajjfdQyKWJCM3HUEU2Lp9C53hTubOnfvZf+j/AFVVCQaDhMPhIzoOC4ujgeyiILMvOYG2+hBqUiUzP0B6VtpB5wVy0hl30kg2L9+Opuqmu1FhJqNnDD/svfcuWK6feRvbVu5CFAXmXDYz9bogChi6gSAITD9vCo1VLXS1hHnkZ3/D4XYw91tzPvsPbGFh8V9ROnowWUWZtDeY2dTsouAhXT7yy3IZNmUIVetqALPFpGhoPkMm/OsggyAK6LpxUKXmCedOxpPuxu13MeOCaTTuaibcFiGQ46dgSP5he+wtLCy+GJxeJxhmZeb+QQw1qeFNH9hSpuvGoYUzBQE1qR72PVxeFy6vix8/ehUfvLSS1tp23nriPQxgwsmmC6LdZaens4eOxq4B1xqG+ZqFxZeZozqAAfvEdQ5XSZGZmcmGDab7wO23347b5ea6a69DlKTDloPvj6Zp2B02JMksCd074YiyiCAICIKAKIm4vE5cXjMqumnLJjZv3nzEAxgWFhYDcXldDK482ALtQAYNKySvNIferj5ku3xI3YtDcf97d/L18quJ9yVSixtVUZj6lfHkleUiSSJ2p52SkYMoGTkIl+/fq+iwsLD4YvEFvP/yey8IAsMmlVM8oohYTwy7y/6JAn17uWHW7UiyhKZotNeHeOvJ9wCYecFx6LpBZl4AQRBweZyUjy35t90MLCwsPn/8GT7yy3NNDYycNERJpLsjgj/oJbton87EgqXzaa1tZ8UrawZcryRVJFnEl/Gv1xVV62po3d2BzSEj9e9ZRFFk6ORyrvzt5fxg0k0kogn2bK7nLz9/Ck1R+eYvLk61wllYfFn5wnsgmsMxXt/czFMra3l9czPN4di/vujfZK+mhd1pR7ZJnHnmmUyYMIERI0bwyCOPAGbVQnp6Otdeey2jR49m1apVLHlnCafOm8M5l57FXffO56ofX4k/04fdJ/Od732byZMnM27cOBYtWkQsFuPOO+/k73//O2PHjuW5554bMIZNmzYxadIkxo4dy+jRo6mpMTM3nzSW66+/nhEjRnDqqaeycuVKZs6cSWlpKa+99hoA/7+9O4+PqswSPv67Vbe2VLaqFFlIIOxLyE4gbKK8BpCw2OAuovaivn66Z1TUEW1U2qZn6E8r0t2+LaO2M/RHRMd3FBxBQFTEjU2RCGHfQkIWKklVQkJqvfNHoKAISKIBEnK+/2hV3brPc0vzfKrOPc85r732GtOnT+faa6+lf//+zJ8//7zXv2DBAoYPH05mZibPPfccAPX19UyaNImsrCzS09NbzFeIrspgNGBLiG118OLRcc/y6LhnKT9YRW2lmzX/8QmrX/8En8ePIyWOAUP7hAKtp48t+qyYos+KQ4+FEJ2POcKELSG2VcGL8/H7/Ph9AQKBAPE94hiUP0BqTwnRgWWPS2fwyP40NTRRV11Pz8EpjJiS16KWlSPFTlKfBKpKnNTXnsB1vA5XlZv0MYMwGFs2EDhXTYWLL1ds5svlm6kqcVJV4mTjB9/w1Yot1B2vJ/qsIsJ+rx+DycCwSTmyhV10eZc1A6PcdZKPiiuJMqs4Ik00ePx8VFzJ+LQEkmLb/07lkiVLsNvtNDY2kpeXx0033URUVBRut5uxY8eyaNEiGhsbGTBgAJ9+vJ64mDjuuvsudDoFg0llwYsLmTRpEkuWLKG2tpb8/HyKiop45pln2LFjB4sWLWox5t/+9jcee+wxbrvtNjweT6g44A/NZdKkSSxcuJCpU6cyb948Pv74Y7Zv384DDzxAYWEhAJs3b2bHjh0YjUaGDRvGlClTSE9PD427atUqSkpK2LRpE5qmUVhYyFdffcXRo0fp1asXH374IQBut7vdP2chuiKz1YymaST3TSShdzxDRkmdCyHEmUyKR697loa6Ribccy2apmEwGkgZ2J1+2b2aXz+nOLBkYgjRMehVPQNy+zIgt+8PH6fXM3RCFpWHj1NxqAqD2UDKgO7Y4luXIWFPsqGdU7CzucaWHi2osejz+Tw67lm0oMaCtU9jNF08KCJEV3BZAxjbS11EmVWiTrU1Pf3P7aWuSxLAePHFF3n//ffRNI3S0lK2f1NETm4ORqOR6dOnA1BcXMzAgQPpP7AfwUCQe39xD28sfYNoexQff/wxa9euZcGCBUBzy9iSkpIfHHPUqFHMnz+fI0eOMGPGDPr16xc2F4DS0lIOHDhAdnY2FouF8ePHA5CRkUFMTAyqqpKRkcHhw4dD5504cSI2mw2An/3sZ3zxxRdhAYy1a9fy4YcfkpOTA8CJEyfYu3cv+fn5zJkzhzlz5jB16lRGjx7dDp+sEFcnr8fHge8OcaS4FIBe6T3pm5WKwWgIK9wF8K+rnuKEqxGDSW1RTOvcY+UHiRBXl5MnTrLv20OU7SvHYFLpk9mL1CEp4cU9FbDGRDDpl9fTUHcSi9WENaZlrQ0hROel1+tDrdbbanB+f/KnDEU16Nm08luCQY0xM/Lp1iOOSNuZtULRKRK8EOIslzWAUdPgxREZXqDKalJxnmpZ2p7WrVvHhg0b+HzDFwQ9QcbfUMDxcid+rx+z2UzAH2xRI+N0NxOdXofuVMXx5cuX07dvcwRW0zQC/gCffvppKLPiXLNmzWLkyJGsXLmSG264gddffx2v18uGDRvYuHEjFouFMWPG0NTU3OPZaDxT20On02EymUL/7vefKQB0brrpuY81TWPu3Ln88pe/bDGnrVu3smrVKubMmcOkSZN46qmnWvsxCtFlBINBtqzeRk25i9j4aDQN9m09gKvSRf7koaG/ubODESbLhQvueZu8PPnGP6M3qC2KgQkhOi+vx8fX72+lqcFDtCOKgD/A958Xc8LdQOY1Z4oBn71WnK/D0enXHxn7NAF/gGfeeZToOOksIERXkZDajetuG8X3X+xmws/HYY4wYjAaGDyif2h7q9wAEaKlyxrAsFuNNHj8ocwLgAaPH7u1/avput1u7HY7SlBhz749FO0oAjhVLVjB0+hBjYkgLS2NPXv2cPToUVJSUnj77bdD55g4cSJ//etfWbRoEX6fn68/30hKfE+89X5qqmvx+wItgiAHDx6kX79+PPTQQxw6dIiioiKSkpKw2+1YLBZ27tzJli1b2nw9a9euxeVyYTQaWbFiBUuXLg17feLEicyfP5/bb78dq9VKaWkpZrMZj8eDw+Fg1qxZREVF8cYbb7T9wxSiC6gpr6X6WC3dUs4U6XKkxFF1tJraShf2RFurz3V451F2frmLYBDQNGK6RZM3MZsIKeopRKdXebiKE+7G0FqhV/U4Uhwc2XmUftm9W/13rmka+7Yd5Po7rwEFPnvnaxzJdoaOz/zB4KgQonMI+APUVLgI+APExse06DKkKAo512eQ1CeB0j3HUHQKPQYlk9gr/grNWIjO4bIGMLJSYvmouBJozrxo8Pipb/Izok/cRd7ZdpMnT+aVV15h2Ig8UlN6kZmehc/jx1lWg6Zp+H3N2Q0RERG89NJLFBQUEBkZSV5eXig74tlnn+Xhhx8mIyMDv89Pn959+H/PL2ZU/mhef+Pv5Obm8PTTT3PLrbeExn3zzTdZtmwZBoOB7t27M2/ePMxmM6+88gppaWkMHDiQ/Pz8Nl/PsGHDuPHGGzl27Bj33HMP2dnZYRkahYWF7N69mxEjRgAQFRXFm2++SXFxMXPmzEGn02E0Glm8ePFP+ViF6PQutK3j5IkmzpcjoSgKJ080tfr8tVVutq/fiT3JFgpwuo/X8e26IsZMb/vfvhCiY3E76zGaw9O5dToFaF4rWhvAOH7USfFXe3GkxKE/1W61pqKWHV/uYWhBZntPWwhxGbmddWxa9S2eBg8ozd8lMq4ZTGpaj7Dj9Ho9yf2SSO6XdIVmKkTnc1kDGEmxFsanJbC91IXzhAe71ciIPnHtUv8iGAzy9NynUXTNP0HMZjNr1qyhrrqemvJavE0+AFRVpeir78P6NhcUFLBnzx40TeOBBx4gLy8PAKvVyquvvoq3yUfZ/nIURcF70kuUJYr3lq5A0zRS+ocvOHPnzmXu3Lkt5rdmzZrzztvlcoX+/ezuIqqqhr3Ws2dP3n333bD3nnvM7NmzmT17dtgxvXr1ChUCFUIAWvNdkQZ3Q9h+dEukGY2WW8M0TQu1UG6Nsv3lGC3GsOysmG7ROEurOeFqIDJW9sAL0RnMvu4Zgv4g/7b6t2FbQKLjIvF6fGHHapoGbVwrDheXYo2JCAUvAGLjYynfX4F3zKALto8XQnRsgUCALR9uQ6/X4ziVqeX3+dn+WTG2xNgWdbMuxllWTcmuUrxNfrr3S6B738QWHVGE6Eou+//9SbGWdi3YqWkankYPTY1n6miYIkyYI0woioLZaiImPgZ3VR0ozRV/A/4AprPSuF5++WWWLl2Kx+MhLy+P++67r8UYFxy/3a5ECHGpPTT6txR/vReAXw+fg2pU+fOXf8AaHYE9yYY90UZ1WQ2xCTFoGtRWuuiWEoctIbbVY/g8vlN3Y8+hNFcXF0J0fP804kl2b94PwIND/wWj2chLm/4No9lIYq94IqIOUlvpIsYRTcAfoLbSTa/0Hm3aJub3+tHpw9sh6nQKGs1BViFE51TnrKepoYm45DMZ5qpBRa/XU3nkeJsCGAeLjvD957swW02oBpXvPtlJ2b4Khk/KCbsZK0RX0unDd94mHycbPKgGlepjNUDz3U6dTofJYgzdwdDrdad+PGhYYyIwGM9c+uOPP87jjz9+wTFUgx5bfAyqQcV5aoy47jYCvsBlWTx+9atfXfIxhLjanTzVz/00g8mA3xdgy+ptjL15JDqdjuGTctj37UGOFJei0+non9Obvjm921SAs3ufREqKy4iyR4be19TowRxhDqsqLoTomFzH3dTXnAg9NhgNeJt8fP/5LoaOz8JoNjJq2jD2fnOA0r3lGE0q6WMG0iu9Z5vGSe6fxHef7AgLejS4G4lxRGG2tj6TQwjRsQSDGsHz3OFUdBDwt/5GhrfJy66Ne8K2pEZEW6g66qTqqJOk3gntNWUhOpVOH8DwNHpC2RXek14A3FV16PXNAQwAo9mIwWRoTpdQWnbwuBi9qsdkNeFp8ISyMQK+AOZIc1jqpxCi46oqcTLj4Sm8/7fVAPziD3cC4Cytxn28DltCLEazkSGjBjFk1KAfPU63HnH0GNSdo7uPYTAZCAaCKDrInzwUnU7WCyE6uqN7jnHbnOm8u+gDoHmt0DSNYwcqSBs1EIvVTESUhezr0sm+Lv0iZ7uw5H6JlB+ooKrEGQqoqkaVvIlZ0rVIiE6gttJFZYkTnU4hIbUbMY5oAGIcURjNBjyNnlDGdzAQxOfxkdDT0erzn3A1EAxqLRoGmCxGqo/VSgBDdFmdPoARDGq0qLynnHr+7KcUpeVxbWCOMGEwqqGFyGBSZf+ZEJ2I56SnRbo2AIqCz+tv+fyPpNPpyB6XTs9ByTjLajBZTCT27nbeNopCiI6nqaEpLEsTTt/4UPB7/dBOiVSqQWXYpByqy2qoqXBhtppI7J3QolOBEKLj2b1lP3u27MdgVNE02L15P5nXDKZXek9Ug0puQSZbVn9HfW0DiqIQCAQYMKwfsfExrR4jdPP1HH6vH0ukrBOi6+r0v8ANJhVbQgx6VY+zrHl7hy0hBtXYvpemKAqqQYIWQnRWcUl2dvv28fP5d4Tubgb8ARQFouPaVlDrYnQ6HY7kOBzJ7d9hSQhxaSX2iqf8QFUoSwvAc9KL0WIgIrp9A5F6vZ74nt2I79mtXc8rhLh06mrq2bv1AI7u9tCNEb8vwI4vdpPQOx6L1Ux8Dwf/584xOEurCfgD2BNtbfqucbpj2i2PTaP6WA2x8bHodAqN9SdRdDqS+iRekmsTojPo9L/GzREmTnj9zW1RtTM9BOQOhhDibPbEWHoMSqZkVxmWSDPBQBBPk5f0MYNkvRBChCT1SaBkVxlVJU4ioi34PD4CvgDDC3PR66VonhBdXU2FC0VRwrI6VYOeIBquKjeW3s01bCxWMz0GJrfp3KcDF0WfFQPNXRYb3I1M+78TCWoaUTYrI6cObVPBYCGuNp0+gOFyu7i+4Hq0oEZFZQV6vUp8fPOdjM2bN2M0tm8bsmAgiM/rIxgIoldVDEY11Lr1Spk7dy4Oh4OHH374is5DiI5MURSyrhtC976JHDtYgV7Vk9I/CXui7ZKNebKhiaoSJz6Pj7gkG7HxMbK3XYgOTjWo5E/OpfxgJVUlTiyRZlIGdG/3TK2zNdafpOqok4AvgCPZHtpLL4ToeFSDCufrUKjR7sX9dTodUbZICu6+loA/QESURb5HiC6v0wcw4uLi+O677wCYN28ekZGRPPbYY2HHaJqGpmk/uYBewB/ghKuBmgoXALb4GPQGPdaYCCnOJ0QnoNPpSEjtRkLqpU/Xri6vZeMH3/DO8+8DMOOhQnpl9CRjzGD58iFEB6caVHoMTG7z3dMfo/xQJd+s3c7/X/g/gML0hwoZOKwfg4b1u+RjCyHarluKHZ2qP9VhrDmDs7H+JCaLEXti69uun88Ln/4OOJOJcfqxEOKMK/Kr+7Z//5rb/v3rSzrG/v37SUtLY+bMmQwZMoTy8nLuv/9+8vLyGDJkCM8991zo2JSUFObNm0dOTg6ZmZns3bsXgE8++YSsrCyys7PJzc3FWeFk/WfrufMXt/PzB+9h2OhhPPLoI3hOdT852+OPP05aWhqZmZk88cQTAKxYsYL8/HxycnKYMGECVVVVQHMGxb333suYMWNITU1l+fLlPProo6SnpzN58mT8fn9onk888QQZGRnk5+dz8ODBFuPu27ePiRMnMnToUMaOHRu6lrfeeov09HSysrIYN25c+37YQogwgUCAbz8qIiLKgsGkYjCpxCXHcaioJFSrRwghvB4f2z7+nqi4KAwmAwaTiqO7nT1b9uM67r7S0xNCnIfJYiK/MAdvoxdnaTXO0mq0QJD8yblSK0+Iy+Cq/ivbvXs3//jHP8jLywNgwYIF2O12/H4/48aN4+abbyYtLQ2AhIQEtm3bxl/+8hcWLlzI4sWL+dOf/sQrr7xCfn4+dXV1+Br81Nee4Luibaz8r9Wk9kpl1n13svzd97hj1h2hcSsrK1m1ahU7d+5EURRcruaMjbFjxzJt2jQURWHx4sW88MIL/PGPfwTg0KFDrF+/nu3bt3PNNdewYsUKXnjhBaZOncrq1auZMmUKAHa7ne+//57XX3+d2bNns3z58rBrvv/++3nttdfo27cvX375Jb/5zW9Yu3Ytv/vd71i/fj0JCQmh+QghLo36mhMs/cN/YzCpHN5xFID/fHoZfl+A3hk96JYixT2FEOA+Xsd//WkFBpPhzFrxzFv4PH6GjBpIbLfWdywQQlw+juQ4CmaNxe2sQ1EUoh1R7Voj59zMiwZ3AweKjlBdVkuUzUqfrNRLugVWiI7ssgYwTmddbDpUE/b47QdGXpLx+vbtGwpeACxbtoy///3v+P1+jh07RnFxcSiAMWPGDACGDh3KqlWrABg9ejQPPfQQM2fOZMb0GVhNzftfszKySemegl6vZ8oN0/h688awAIbdbken03HfffcxefLkUPChpKSEW2+9lYqKCjweDwMGDAi9p7CwEFVVycjIAGD8+PEAZGRkcPjw4dBxd9zRPM7MmTOZM2dO2PW6XC42btzITTfdFHrudPbG6NGjufvuu7nllltC1yqEuDSaC3udb3+sJndnhBAhP1RD67xtn4UQHYZe1V+WIEKDu4EN/70JLahhjbFQU+Hi2IFK8qfkkiAdjEQXdFV/k7ZazzRr37dvH3/+85/ZvHkzsbGx3HXXXTQ1NYVeN5ma97Dp9frQj/65c+cybdo0Vq5cychRI/lgxUoiY6zo9TqMFiNx3e1Yoiyo9eEfo8FgYOvWrXz00Ue88847vPzyy6xdu5Zf//rXPPXUUxQWFrJu3ToWLFjQYnydThdWeFSn04XmA/zg3nlN03A4HKGaIGd79dVX2bRpEx988AG5ubls27YNm00it0JcClG2SO79/e14m3yhGhh3z7uNmopakvpK6zMhRDNbfAwzf3szOlXHWwveA2DWs7fidtaR0NNxhWcnhOgIDmw/ghbUsCU0Z2QZzUZUo0rxV3uI7+GQulqiy7ms4f23HxjJ2w+MJL+3nfze9tDjy6Guro6oqCiio6MpLy9nzZo1F33PgQMHyMzM5MknnyQ3N5fDRw+hGvVsK9pG6bFSvE0e/mflCsaOvSbsffX19dTV1TFlyhRefPFFtm3bBoDb7SY5ORlN01iyZMmPuo63334baM4mGT16dNhrNpuNpKQk3nuv+UtQMBhk+/btABw8eJARI0bw+9//HpvNRllZ2Y8aXwhxcYqikDchG1XV4/P48Hl8uI+7yRqbhi1eUsKFEM30qp5hk7IJ+Pyn1go/9dX15F6fgTXGevETCCGues6yaqyxEWHPWSLNNLga8Xn9F3iXEFevqzoD42y5ubmkpaUxaNAgUlNTW/z4P5/nn3+ezz//HJ1OR2ZmJjfccAMbNmxg+PDh/OGF5zh46CAFBQXceOONYe9zu93MmDEDj8dDMBhk4cKFQHOXlOnTp2O327nuuusoLy9v83U4nU4yMzOxWCwsW7asxetvvfUWDz74IPPmzcPr9XLXXXeRlZXFI488wqFDh9A0jQkTJpCent7msYUQrRcZa+Xa20aRNS6dgM9PtCM6VK1cCCFOi+0Ww/Uzx5JbkEkwECQ2PgajuX1bwAshOq9IWySuKjdGkyH0nM/jw2AyoBrat22rEJ2Bop2vj/EF5OXlaVu3bg17bteuXQwePLi959VhrVu3jpdeeqlF8czLISUlhR07dhAb+9NaNJ1PV/vvKM5PUZRvNE3Lu/iRP+x8a4UQ4urSHuuFrBVCXP3ku8VPU1NRyxfvbiIqLgpzhAmf109NeS2ZY9Pok5l6pacnRLtp7VohFaKEEEIIIYQQogOyJ9rInzwULRCkuqyGk3UnyRybRu+Mnld6akJcEV1mC0l7KSgooKCg4IqMXVpaekXGFUIIIYQQQlwZCandiO/pwOfxoRpVdDq5By26rnYJYGiaJhVwO7G2bCMSQgghhBBCXF6Kokh9HCFohy0kZrOZ6upq+RHcSWmaRnV1NWaz+UpPRQghhBBCCCGEuKCfnIGRkpJCaWkpx48fb4/5iCvAbDaTkpJypachhBBCCCGEEEJc0E8OYBgMBnr37t0ecxFCCCGEEEIIIYQ4L6kAI4QQQgghhBBCiA5PAhhCCCGEEEIIIYTo8CSAIYQQQgghhBBCiA5PaUv3EEVRjgNHLt10hBBXWKqmad1+6klkrRCiS/jJ64WsFUJ0CfLdQgjRGq1aK9oUwBBCCCGEEEIIIYS4EmQLiRBCCCGEEEIIITo8CWAIIYQQQgghhBCiw5MAhhBCCCGEEEIIITo8CWAIIYQQQgghhBCiw5MAhhBCCCGEEEIIITo8CWAIIYQQQgghhBCiw5MAhhBCCCGEEEIIITo8CWAIIYQQQgghhBCiw5MAhhBCCCGEEEIIITq8/wX/giXXeZl6IgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "param_img = {'interpolation': 'nearest'}\n",
    "\n",
    "pl.figure(2, figsize=(15, 8))\n",
    "pl.subplot(2, 4, 1)\n",
    "pl.imshow(ot_emd.coupling_, **param_img)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nEMDTransport')\n",
    "\n",
    "pl.subplot(2, 4, 2)\n",
    "pl.imshow(ot_sinkhorn.coupling_, **param_img)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSinkhornTransport')\n",
    "\n",
    "pl.subplot(2, 4, 3)\n",
    "pl.imshow(ot_lpl1.coupling_, **param_img)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSinkhornLpl1Transport')\n",
    "\n",
    "pl.subplot(2, 4, 4)\n",
    "pl.imshow(ot_l1l2.coupling_, **param_img)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSinkhornL1l2Transport')\n",
    "\n",
    "pl.subplot(2, 4, 5)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.3)\n",
    "pl.scatter(transp_Xs_emd[:, 0], transp_Xs_emd[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Transported samples\\nEmdTransport')\n",
    "pl.legend(loc=\"lower left\")\n",
    "\n",
    "pl.subplot(2, 4, 6)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.3)\n",
    "pl.scatter(transp_Xs_sinkhorn[:, 0], transp_Xs_sinkhorn[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Transported samples\\nSinkhornTransport')\n",
    "\n",
    "pl.subplot(2, 4, 7)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.3)\n",
    "pl.scatter(transp_Xs_lpl1[:, 0], transp_Xs_lpl1[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Transported samples\\nSinkhornLpl1Transport')\n",
    "\n",
    "pl.subplot(2, 4, 8)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.3)\n",
    "pl.scatter(transp_Xs_l1l2[:, 0], transp_Xs_l1l2[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Transported samples\\nSinkhornL1l2Transport')\n",
    "pl.tight_layout()\n",
    "\n",
    "pl.show()"
   ]
  }
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